analogies

A model is built, supported by a Prolog program, which explains analogically several ...... The provided solution is productive and recursive without having to be ...

part of the document

15
1.1. Object: productivity, innovation, evolution and variation RENVOIPAGE _Toc63439705 \h 15
1.2. Renouncing categories and rules RENVOIPAGE _Toc63439706 \h 16
1.3. The slot-filler schema RENVOIPAGE _Toc63439707 \h 17
1.4. Analogy, the renewed seductions of a venerable notion RENVOIPAGE _Toc63439708 \h 19
1.5. Explaining productivity assumes a mechanism RENVOIPAGE _Toc63439709 \h 20
1.6. Proximality of the motivation dynamics RENVOIPAGE _Toc63439710 \h 21
1.7. Contingent causality RENVOIPAGE _Toc63439711 \h 22
1.8. Hypothesis RENVOIPAGE _Toc63439712 \h 23
Chapter 2. Moments in the history of analogy, in linguistics and in psychology RENVOIPAGE _Toc63439713 \h 25
2.1. In the Antiquity, a "quarrel" arbitrated by Varro RENVOIPAGE _Toc63439714 \h 25
2.2. Arnauld and Lancelot, disturb the least possible the analogy of language RENVOIPAGE _Toc63439715 \h 26
2.3. Humboldt: analogy puts sound and concepts at the same pace RENVOIPAGE _Toc63439716 \h 27
2.4. Brugmann and Saussure, analogy repairs phonetic change damage RENVOIPAGE _Toc63439717 \h 28
2.5. A repairing analogy with morphological and syntactic effect RENVOIPAGE _Toc63439718 \h 32
2.6. Bloomfield, the power of analogy extended to syntax RENVOIPAGE _Toc63439719 \h 33
2.7. Householder formulates the potential of analogy RENVOIPAGE _Toc63439720 \h 34
2.8. Chomsky, categories and generative rules against analogy RENVOIPAGE _Toc63439721 \h 37
2.9. Hopper and Traugott, analogy participates in grammaticalization RENVOIPAGE _Toc63439722 \h 39
2.10. Analogy for psychologists and psychoanalysts RENVOIPAGE _Toc63439723 \h 41
2.11. Hofstadter, emergent analogy RENVOIPAGE _Toc63439724 \h 42
2.12. Itkonen, rehabilitation of analogy RENVOIPAGE _Toc63439725 \h 42
2.13. Analogy profiles RENVOIPAGE _Toc63439726 \h 44
2.14. Statics, a dynamics of change, not yet a dynamics of acts RENVOIPAGE _Toc63439727 \h 46
Chapter 3. Model of linguistic knowledge, model of the dynamics of acts RENVOIPAGE _Toc63439728 \h 49
3.1. Towards a concrete model RENVOIPAGE _Toc63439729 \h 50
3.2. A speakers linguistic knowledge as a plexus RENVOIPAGE _Toc63439730 \h 55
3.3. Anatomy of analogy RENVOIPAGE _Toc63439731 \h 59
3.4. Static model: a plexus as the inscription of analogies RENVOIPAGE _Toc63439732 \h 67
3.5. Philosophy of the static model RENVOIPAGE _Toc63439733 \h 74
3.6. Abduction, abductive movements RENVOIPAGE _Toc63439734 \h 81
3.7. General framework of the dynamic side of the model RENVOIPAGE _Toc63439735 \h 91
3.8. Conclusion RENVOIPAGE _Toc63439736 \h 95
Chapter 4. Structural productivity RENVOIPAGE _Toc63439737 \h 97
4.1. Analysis with agents B2, B3 RENVOIPAGE _Toc63439738 \h 97
4.2. About non-transformation RENVOIPAGE _Toc63439739 \h 107
4.3. John is too stubborn to talk / to talk to / to talk to Bill RENVOIPAGE _Toc63439740 \h 112
4.4. Amalgamations, article-preposition contraction in French RENVOIPAGE _Toc63439741 \h 122
4.5. Questions not addressed in this chapter RENVOIPAGE _Toc63439742 \h 125
4.6. Conclusions on structural productivity RENVOIPAGE _Toc63439743 \h 126
Chapitre 5. Systemic productivity RENVOIPAGE _Toc63439744 \h 129
5.1. Systemic productivity, definition and explanation RENVOIPAGE _Toc63439745 \h 129
5.2. Adverbial derivation in French, a process using one paradigm only RENVOIPAGE _Toc63439746 \h 136
5.3. French verb, two paradigms playing integratively RENVOIPAGE _Toc63439747 \h 139
5.4. Recruitment and edification RENVOIPAGE _Toc63439748 \h 144
5.5. Auvergnats and Bavarians, resetting in a same paradigm RENVOIPAGE _Toc63439749 \h 145
5.6. French articles, reinforcement effects RENVOIPAGE _Toc63439750 \h 152
5.7. Grammatical agreement with AN2 RENVOIPAGE _Toc63439751 \h 153
5.8. Conclusions on systemic productivity RENVOIPAGE _Toc63439752 \h 157
Chapter 6. More questions of grammar and description RENVOIPAGE _Toc63439753 \h 159
6.1. Morpheme, word, syntagm RENVOIPAGE _Toc63439754 \h 159
6.2. Syntax-morphology separation RENVOIPAGE _Toc63439755 \h 173
6.3. Zeroes RENVOIPAGE _Toc63439756 \h 176
6.4. Anomaly and regularity RENVOIPAGE _Toc63439757 \h 181
6.5. Syntactic head RENVOIPAGE _Toc63439758 \h 183
6.6. Sentence RENVOIPAGE _Toc63439759 \h 184
6.7. Conclusion: dynamics are the cause, and the grammar an effect RENVOIPAGE _Toc63439760 \h 185
Chapter 7. Foundations and contrasts RENVOIPAGE _Toc63439761 \h 186
7.1. Analogy in this model and in other propositions RENVOIPAGE _Toc63439762 \h 186
7.2. Individuality of terms RENVOIPAGE _Toc63439763 \h 193
7.3. Position, positionality, copositioning RENVOIPAGE _Toc63439764 \h 202
7.4. Integrativity RENVOIPAGE _Toc63439765 \h 207
7.5. Exemplars and occurrences RENVOIPAGE _Toc63439766 \h 210
7.6. Proximality, totality RENVOIPAGE _Toc63439767 \h 211
7.7. Extension, intension RENVOIPAGE _Toc63439768 \h 215
7.8. Binding, variables, variable binding RENVOIPAGE _Toc63439769 \h 217
7.9. Probabilistic model or dynamic model RENVOIPAGE _Toc63439770 \h 224
7.10. Relation with connectionism RENVOIPAGE _Toc63439771 \h 241
Chapitre 8. Margins, prolongations, improvements RENVOIPAGE _Toc63439772 \h 245
8.1. Non-concatenative morphologies RENVOIPAGE _Toc63439773 \h 246
8.2. Acquisition, learning, reanalysis RENVOIPAGE _Toc63439774 \h 247
8.3. Using a corpus to set up a plexus RENVOIPAGE _Toc63439775 \h 253
8.4. Self-analysis RENVOIPAGE _Toc63439776 \h 256
8.5. Treatment of meaning, prerequisites and directions RENVOIPAGE _Toc63439777 \h 258
8.6. Is radical non-categoricity sustainable? RENVOIPAGE _Toc63439778 \h 266
9. General conclusions RENVOIPAGE _Toc63439779 \h 269
9.1. Dynamics are primary and grammar is second RENVOIPAGE _Toc63439780 \h 269
9.2. Plausibility RENVOIPAGE _Toc63439781 \h 270
9.3. Making a grammar? RENVOIPAGE _Toc63439782 \h 272
9.4. Summary of propositions RENVOIPAGE _Toc63439783 \h 273
10. Appendix: Rules and categories do not qualify as a theory of operations RENVOIPAGE _Toc63439784 \h 277
10.1. Fragility of a lexical category: the noun-verb opposition RENVOIPAGE _Toc63439785 \h 277
10.2. Functional approach, the grammatical function RENVOIPAGE _Toc63439786 \h 279
10.3. A brief reminder of rules refutation RENVOIPAGE _Toc63439787 \h 285
10.4. Conclusion: a descriptive approximation but not a theoretical base RENVOIPAGE _Toc63439788 \h 286
11. Appendix: The slot-filler schema, a historical picture RENVOIPAGE _Toc63439789 \h 289
11.1. Table of some figures of the slot-filler schema RENVOIPAGE _Toc63439790 \h 289
11.2. Table of the slot-filler schema in neighbouring fields RENVOIPAGE _Toc63439791 \h 290
11.3. The slot-filler schema in construction grammars RENVOIPAGE _Toc63439792 \h 291
12. Appendix: Specification of the plexus RENVOIPAGE _Toc63439793 \h 293
12.1. Plexus: introduction RENVOIPAGE _Toc63439794 \h 293
12.2. Term RENVOIPAGE _Toc63439795 \h 293
12.3. Record RENVOIPAGE _Toc63439796 \h 295
12.4. A-type record RENVOIPAGE _Toc63439797 \h 295
12.5. C-type record RENVOIPAGE _Toc63439798 \h 295
12.6. Access RENVOIPAGE _Toc63439799 \h 296
12.7. Paradigmatic link, paradigm RENVOIPAGE _Toc63439800 \h 298
12.8. Familiarity orientation RENVOIPAGE _Toc63439801 \h 301
12.9. Overall properties of a plexus RENVOIPAGE _Toc63439802 \h 308
12.10. Topology, connectivity, influenced proximality RENVOIPAGE _Toc63439803 \h 313
12.11. Syntactic ambiguity: example RENVOIPAGE _Toc63439804 \h 314
12.12. Multiple analysis: examples RENVOIPAGE _Toc63439805 \h 315
13. Appendix: Specification of the abductive movements RENVOIPAGE _Toc63439806 \h 317
13.1. Abductive movement by transitivity RENVOIPAGE _Toc63439807 \h 317
13.2. Abductive movement by constructibility transfer RENVOIPAGE _Toc63439808 \h 317
13.3. Abductive movement by expansive homology RENVOIPAGE _Toc63439809 \h 318
13.4. Abductive movement by transposition RENVOIPAGE _Toc63439810 \h 319
13.5. Solidarity between the plexus and the dynamics RENVOIPAGE _Toc63439811 \h 326
14. Appendix: Specification of the dynamics RENVOIPAGE _Toc63439812 \h 329
14.1. Position and function of ABS in the model RENVOIPAGE _Toc63439813 \h 329
14.2. Requirements for the architecture of the dynamics RENVOIPAGE _Toc63439814 \h 330
14.3. ABS is indebted to Copycat RENVOIPAGE _Toc63439815 \h 330
14.4. Solving with agents RENVOIPAGE _Toc63439816 \h 331
14.5. Agents RENVOIPAGE _Toc63439817 \h 332
14.6. Channels: syntagmatic positions RENVOIPAGE _Toc63439818 \h 333
14.7. Conventional forward-rearward orientation RENVOIPAGE _Toc63439819 \h 334
14.8. Development of the heuristic structure by recruitment RENVOIPAGE _Toc63439820 \h 334
14.9. Agent redundancy control of and resource reuse RENVOIPAGE _Toc63439821 \h 338
14.10. Development of the heuristic structure by edification RENVOIPAGE _Toc63439822 \h 339
14.11. Phase management RENVOIPAGE _Toc63439823 \h 343
14.12. Strength management RENVOIPAGE _Toc63439824 \h 344
14.13. Length of computation paths RENVOIPAGE _Toc63439825 \h 347
14.14. Activity control RENVOIPAGE _Toc63439826 \h 347
15. Appendix: Simple similarity suggestion (agent CATZ) RENVOIPAGE _Toc63439827 \h 351
15.1. Distributional similarity RENVOIPAGE _Toc63439828 \h 351
15.2. Constitutional similarity RENVOIPAGE _Toc63439829 \h 352
15.3. Similarity on request RENVOIPAGE _Toc63439830 \h 352
15.4. Agent CATZ RENVOIPAGE _Toc63439831 \h 353
15.5. Technical architecture of agent CATZ RENVOIPAGE _Toc63439832 \h 353
15.6. Examples of distributional similarity RENVOIPAGE _Toc63439833 \h 355
15.7. Deconstructing categoriality and prototypicity RENVOIPAGE _Toc63439834 \h 356
15.8. Adequation (or not) of CATZ for similarity suggestion RENVOIPAGE _Toc63439835 \h 357
16. Appendix: Analysis (agents B2 and B3) RENVOIPAGE _Toc63439836 \h 359
16.1. Process B2-B3, specification and overall design RENVOIPAGE _Toc63439837 \h 359
16.2. Heuristic structure for agents B2 and B3 RENVOIPAGE _Toc63439838 \h 360
16.3. Parsing of the argument form RENVOIPAGE _Toc63439839 \h 363
16.4. Installation process RENVOIPAGE _Toc63439840 \h 364
16.5. Agent B2, edification procedure RENVOIPAGE _Toc63439841 \h 364
16.6. Agent B2, edification procedure in pseudo-code RENVOIPAGE _Toc63439842 \h 365
16.7. Agent B3, edification procedure RENVOIPAGE _Toc63439843 \h 367
16.8. Performance with the type of similarity RENVOIPAGE _Toc63439844 \h 367
16.9. Productivity of agent B2 RENVOIPAGE _Toc63439845 \h 367
16.10. Result of a B2-B3 analysis RENVOIPAGE _Toc63439846 \h 368
17. Appendix: Binary branching, ternary branching RENVOIPAGE _Toc63439847 \h 371
17.1. The question and its history RENVOIPAGE _Toc63439848 \h 371
17.2. Exemplarist reasons RENVOIPAGE _Toc63439849 \h 373
17.3. Cost reasons RENVOIPAGE _Toc63439850 \h 374
17.4. Choice of n-arity RENVOIPAGE _Toc63439851 \h 375
18. Appendix: Analogical task (agent ANZ) RENVOIPAGE _Toc63439852 \h 377
18.1. Agent ANZ, specification and overall design RENVOIPAGE _Toc63439853 \h 377
18.2. Rearward procedure for agent ANZ, in pseudo-code RENVOIPAGE _Toc63439854 \h 378
18.3. Forward procedure for agent ANZ RENVOIPAGE _Toc63439855 \h 379
18.4. Discussion of agent ANZ: under-productive priming RENVOIPAGE _Toc63439856 \h 379
19. Appendix: Analogical task with two constituents (agent S2A) RENVOIPAGE _Toc63439857 \h 381
19.1. Agent S2A, specification and overall design RENVOIPAGE _Toc63439858 \h 381
19.2. Architecture of agent S2A RENVOIPAGE _Toc63439859 \h 381
19.3. Limits of agent S2A RENVOIPAGE _Toc63439860 \h 382
20. Appendix: Limited syntax with agreement (pseudo-agent AN2) RENVOIPAGE _Toc63439861 \h 383
20.1. Definition of pseudo-agent AN2 RENVOIPAGE _Toc63439862 \h 383
20.2. Merits and limits of pseudo-agent AN2 RENVOIPAGE _Toc63439863 \h 383
21. Appendix: Summary of agents RENVOIPAGE _Toc63439864 \h 385
References RENVOIPAGE _Toc63439865 \h 387
Glossary RENVOIPAGE _Toc63439866 \h 397
French-English lexicon RENVOIPAGE _Toc63439867 \h 403
Index RENVOIPAGE _Toc63439868 \h 405

Il faut dire en gros: Cela se fait par figure et par movement, car cela est vrai. Mais de dire quels et composer la machine, cela est ridicule. Car cela est inutile et incertain et pénible. Pascal (Br. 70 = Manuscrit 152), cité par Milner 1989. Non. C'est pénible en effet mais utile.

Is a "class of things that resemble each other" a class of things a nsuch that a chain of similarity relationships runs from a to n? Nelson Goodman, The Structure of Appearance, Bobbs-Merrill, 1951, p. 147. Oui. mais il faut les prendre par paires.

Worüber man nicht sprechen kann darauf kann man schreiben? Robert A. Chametzky, Phrase Structure, Blackwell 2000, p. 160.

Wovon man nicht mehr schreiben kann, darüber kann man noch etwas programmieren.

Introduction

In linguistics, the question of productivity remains a central one: how can a speaker, who has been exposed to a few tens of thousands of utterances, become capable of understanding and uttering virtually an infinity of utterances.
Productivity may, with Auroux, be understood in two different ways EX "Auroux":
Chomsky himself very early distinguished two kinds of creativity EX "creativity": which he names 'rule-changing creativity' and 'rule-governed creativity'. He says he is not interested in the former and protests (against ancient authors: HumboldtEX "Humboldt", PaulEX "Paul") who did not make the distinction []. Calling both of these 'creativity' is a great source of confusion, it would be better to talk respectively of creativity and productivity.
I shall understand productivity exactly in the sense of Auroux above. Productivity is thus the possibility to produce or understand an infinity of utterances in a given linguistic frame, that is, given a fixed competence. But I will show abundantly below that productivity is not accounted for by rules. However, I will also show how the successful production of an utterance, or its reception, is likely to bring up a slight, local modification to the linguistic knowledge, resulting in a manifestation of the creativity following Auroux, that is, of the rule-changing creativity. Thus, the two notions will tend to be reconciled. Before suspecting confusion, the reader is invited to consider that such a reconciliation is necessary; competence evolves progressively as a result of linguistic exercise, as with children, at learning time, and later we never stop learning even if not at the same pace.
Theories in cognitive linguistics, despite many interesting features, do not provide a precise, operable theory which would explain productivity; neither do functionalist linguistic theories.
Connectionist models are experimental devices and feature responses which well reproduce the productive linguistic behaviours of speakers thus bearing implications on our understanding of the linguistic phenomenon. Their current limits, in scope and in perimeter, may well be broadened in future, but these models present two shortcomings. First, they explain poorly; or to be more precise, the reductionist displacement of the explanation installs a significant distance between the evidence and the explanatory plane. Second, they fullfil with difficulty three base mechanisms: i) to efficiently account for generalizations (for Marcus: "to make bindings between rules and variables" but this wording is not endorsed here as will be shown), ii) to represent the recursive structures which linguistic exercise requires, and iii) to individuate instances. A development will be made on these three points in Chap. 8.
In generativism, productivity is central and the question was set very early by ChomskyEX "Chomsky:posing the question of productivity", however, this current of thought delayed the goal to account for linguistic phenomena (emission, reception, learning, variation, change); instead, it postulated a language, which would be that of a speaker; its elucidation would be a preliminary condition to that of the phenomena. This consequence-bearing displacement, from the linguistic phenomena to a language, defined as an abstraction, supposes to define what a language is, which turned out more difficult than anticipated. This object is constructed, artificial, and the question, thus placed on a language, adding complexities which the object itself does not contain, has hardly contributed to understand what happens by the speakers. The corresponding constructions are complex, numerous, changing and, up to Principles and Parameters, present the following characters: a) they draw on categories when abundant, converging evidence shows (cf. Chap. 1) that categories cannot be taken as operative mechanisms, b) they do not explain the linguistic acts, c) they account poorly for variation between speakers and for language change, d) they offer a vision of acquisition which is dificult to match with empiry, e) they adopt a vision of meaning which is platonician.
The Minimalist Programme reduces the importance of categories, but it does not seem yet to have much progressed items b, c, d, and e above.
Optimality TheoriesEX "Optimality Theory", capture convincingly many linguistic phenomena but the theoretical cost is high: the set of constraints they postulate appears not to be closed, each new publication bringing up a new one. Moreover, constraints often depend on categories. Finally acquisition, seen as the setting of ranking amongst constraints, is no more plausible than the parameter setting in Principles and Parameters. Recent advances in Optimality Theory, which combine it with probabilities, will be discussed in section RENV _Ref31879563 \h \* FUSIONFORMAT 7.9. Probabilistic model or dynamic model (p. RENVOIPAGE _Ref31879563 \h 224).
None of the frameworks cited above draw on analogy whichEX "analogy:despised by linguistic theories", after the bimillenary recognition of its important role in linguistics, received renewed attention from psychologists and cogniticiansEX "analogy:for psychologists and cogniticians", then from some linguists; ItkonenEX "Itkonen", notably, rehabilitated it (cf. Chap. 2).
Thus a field is today available for an attempt which is non categorial, connectionist (but localist)EX "localist" and aiming at plausibility. This is what this work proposes. It builds on analogy EX "analogy:central in this work" , thematizes its ability to operate 'copositionings', sets it at work in langage dynamics and presents a model which is strictly exemplarist (later, it will have to become occurentialist)EX "occurential", without categories, without rules, and without abstractions. this model is dynamic and yields effects of productivityEX "productivity:productivity effect" and of regularization by mobilizing elements of linguistic knowledge which are numerous. They combine their effects in dynamics which are simple in their principle but complex in their deployment. As a counterpart of this complexity, the model is supported by a computer implementation which helps to validate it.
Chapter 1 establishes the project. Starting from the shortcomings of categorial approches, which are briefly recalled, and from the critique of the "slot-filler schema", which is one of its figures, I suggest to give up the grammatical viewpoint, (categories, rules, slot-filler schema), which is abstract and static and I propose an occurentialist and dynamic model. To that end, analogy appears as the major lever provided we cease to view it as platonician (that is, static) and we reinstate it in its dynamic dimension. Il will be coupled with a second important notion which is its corollary: proximality. Against the deduction as in formalized systems and in cognitivism, which does not suit cognitive systems, the abduction of Peirce is solicited as the foundation of analogical and proximal base dynamics.
Chapter 2 presents a selective history of analogy. It focuses mainly on three periods: Greek-Latin Antiquity, the 19th century, and the 20th century. It shows that analogy has initially been percieved as static; then, with the Neogrammarians and Saussure, it has been seen as a dynamic in diachrony playing an important role in language evolution, but it has not yet been considered enough as a synchronical dynamic bearing on linguistic acts.
Chapter 3 defines the model, basing it on dynamic analogy and on proximality (of inscriptions, of accesses, of abductive dynamics).
Chapter 4 puts the model at work on structural productivity: morphological and syntactical to simplify. It proposes a redefiniton of 'syntactical analysis': syntactical analysis amounts to analogical structure mappings. The analysis of an utterance encompasses a number of staggered structure mappings.
Chapter 5 defines a systemic productivity which complements structural productivity. As yet, systemic productivity has been somewhat identified, little discussed, and poorly modeled. We need to understand how pluridimensional paradigmatic systems build up and operate, how they can be learnt and how they evolve.
Chapter 6 reformulates some classic themes of grammar and of description. For example, it shows how the model defended in this thesis can do without the notion of word; how it deals with phenomena for which other theories postulate zero elements.
Chapter 7 discusses the foundations of the model and contrasts it with other theoretical propositions.
Chapter 8 discusses the model's margins and sketches a few lines to prolong it. In particular, it contains a model of linguistic learning consistent with the production/ reception dynamics, and the predictions of which are in accord with acquisitional evidence.
I conclude (section 9) that it is an error to think that a grammar that is, a platonician, essentialist, and static elucidation of a language is a prerequisite likely to provide a useable base to later understand linguistic dynamics. Rather, it is the preliminary elucidation of the dynamics themselves, which makes it possible i) to understand them mutually, and, as a side effect, ii) to 'explain' the grammars' stipulations and their limits.
Several appendixes provide details some of them important which have been expelled from the main body of the text for the sake of concentrating the argument. Further appendixes provide a technical description of the model and of its implementation. In quasi-formal natural lanuage, or in pseudo-code, they deliver the functional and organic data which is necessary to reproduce the experiments that support my reasonings. Acknowledgments and thanks:
Françoise Abel Antonio Balvet Josiane Bartet Simon Bouquet Erszébet Chmelik Antoine Challeil Morten Christiansen Marcel Cori Annie Delaveau Mariane Desmets Agnès Disson Françoise Douay Gilles Dowek Jacques Dubucs Roger Dupin of Saint Cyr Robert J. Freeman Jürg Gasché John A. Goldsmith Philippe Gréa François Guillaume Claude Hagège U. Aldridge Hansberry Daniel Kayser Marc Klein Françoise Kerleroux Bernard Laks Jules Lavie Alain Lemaréchal Yves Lepage Géraldine Mallet Anne-Marie Mazzega François Muller Lea Nash Alexis Nasr Joshua Parker Frédéric Pascal François Rastier Claude Roux Monique Sénémaud Irène Tamba Atanas Tchobanov Ali Tifrit Wendy Tramier Bernard Victorri Agnès Villadary Yves-Marie Visetti
The drawing on the title page is by Ferdinand de Saussure.

Chapter NUMLGLAUTO "See to it that order is not made a thing"

NUMLGLAUTO Object: productivity, innovation, evolution and variation
The speaking subject is productive. Productivity is the main problem in linguistics. To provide an account of productivity is for linguists a central task.
The referential objectEX "referential object", the part of the world which we address, is langage without doubt, but what is the conceptual objectEX "conceptual object"; in other words: how is the referential object profiled in the approach of it which we take? Generativism places its priority on the study of sytntax and grammar. It does so for reasons of method, some aspects cannot be addressed today, and because of one of its theoretical positions: the autonomy of syntax. Its results contribute little, or artificially only to the understanding of other aspects of langage. There are more reasons to this than just the choice of a particular conceptual object, among which, the endorsement of categories and of rules which are criticized below.
So the choice of a conceptual object is very imporant. AbneyEX "Abney" proposes one: syntax is autonomous, he says, which was noted by TesnièreEX "Tesnière: autonomy of syntax" before Chomsky, he recalls, but autonomy is not isolation:
Syntax in the sense of an algebraic grammar stands or falls on how well it fits into the larger picture. The larger picture, and the ultimate goal in linguistics, is to describe language in the sense of that which is produced in language production, comprehended in language comprehension, acquired in language acquisition, and, in aggregate, that which varies in language variation and changes in language change.
To avoid a construction that would be impossible to extend to variation and to the dynamics of production, reception, acquisition and language change, these dimensions must be incorporated to the conceptual objet from the start.
Because of that, it must be shown dynamically how a new utterance is possible. It must be shown what linguistic knowledge is necessary, and how it is solicited to make the new utterances possible. In the first place, this is a matter of linguistic acts: reception, emission.
Then it must be shown how the linguistic knowledge which served this act may evolve so that a successful linguistic event (reception or emission) makes possible after it things which were not before, or makes easy after it things which used to be difficult (counter to a 'competence' determined once for all).
The need is that of a modeling approximation which be dynamic and operable. Along with the acts and acquisition, it has to encompass speaker variation. Finally, it has to account for the qualities of languages: contingency, ability to innovate, capacity of "sylistic" figures (e.g. synecdoche, metonymy).
Finally, building on results of psycholinguistics, the compatibility with a model of not necesarily linguistic knowledge and with psychology is desirable. The devices we adopt have to be concrete and flexible. Learning from the defects of categorialism and regularism, it is appropriate to stay away from abstractions of all kinds.
NUMLGLAUTO Renouncing categories and rules
Grammarians, when seeking to put some order in the variety of language facts, then linguists, when striving to account for them in an explanatory manner, used mostly categories and rules. Rules and categories are mutually necessary: stating a rule requires categories and categories have served most often to express regularities.
Categories and rules have made several useful descriptive approximations possible without yet exhausting the question satisfactorily for two main reasons.
First, whatever the approach with categories and rules, it had to be accepted that there always remained an empirical residue that resisted explanation.
Second, even though the descriptive system were free of empirical residue, it would still have to qualify as a plausible 'explanation' of the dynamics. In particular it would have to show how the brain might implement a rule-based operation. The debate is not new, see Chomsky EX "Chomsky:attacked on rules" (1974/1975, p. 203) having to respond to arguments (SchwartzEX "Schwartz", Goodman EX "Goodman" ) denying the brain the possibility of a rule-based operation. Thereafter, the debate has been very productive, notably upon the renewal of connectionism. It is not closed, as evidenced by a recent book by Marcus (2001) it will be analysed p. RENVOIPAGE _Ref51753649 \h 242 which poses it anew in the very field of connectionism, which once pretended to have concluded it. Although they are well known, the principal terms of the critique of categories and rules will be recalled in appendix 10 p. RENVOIPAGE _Ref43462662 \h 277.
Partially categoriality do obtain in linguistic behaviours but this does not imply linguistic theory to be founded on categories. Regularization effects also do obtain but their explanation does not imply rules to be made the operative support. Categories make it possible with difficulty to build descriptive approximations, but they cannot contitute the base of a theory of linguistic dynamics.
Thence, the programme consists of putting the perspective upside down: instead of postulating categories and rules as causes, and then building the theory with them, linguistic dynamics have to be accounted for in another way and then only, categorization inasmuch as there is and regularization inasmuch as it obtains must be reconstructed as effects and explained as consequences.
How initially are we lead into categories and rules? The initial idea is to become capable to make statements on what is possible and what is not in the tasks which speakers have to carry out and in which they respond to novel situations by building on older ones, already known and experimented. The generic schema which then comes to mind is to be able to say things like "Instead of this, one can put that" and the result of such substitution is judged possible. Very soon it appears that not everything may be placed everywhere; it must be stated what is possible where and this statement has to be made in terms as general as possible lest one makes only occurential assessments and stays mute on possibility, prediction, innovation. Linguists indeed feel this need, but grammarians also well before.
One then undertakes to state what filler may occupy what slot in the most general possible terms. This is the schematization that leads immediately into categories and rules; the acceptation of this schema is the mother of the descriptive shortcomings and the theoretical difficulties which arrive then so abundantly.
NUMLGLAUTO The slot-filler schema
Rules and categories may be seen as conceptually dependent on a unique schema which is their antecedent in the order of necessity: the 'slot-filler schema', the critique of which has not been much done so far. If carried out appropriately, it may provide a track for overcoming its defects: one thing is to renounce categories and rules, another one is to devise an aparatus than can substitue them in describing and explaining.
The hyperonyms 'slot', 'filler' and 'slot-filler schema' are proposed because they can collectively refer to a variety of descriptions and theories. These are not all equivalent but each in its way attempted to cover a general need: to account for constitutional sameness, and for functional sameness in general terms; which is a way to approach the question of linguistic productivity.
The question of the slot-filler schema is important because it connects with the principle of structure preservation EX "structure:preservation principle" (which will be touched again section RENV _Ref43529352 \h \* FUSIONFORMAT 7.3.3. The similarity of copositionings is mediately determinable, p. RENVOIPAGE _Ref43529352 \h 204) EX "slot-filler schema:structure preservation", it is embryonic up to the 17th century and will be posed maintly in the 20th century (cf, p. RENVOIPAGE _Ref43438044 \h 289). For numerous authors, it then becomes the center of description and of theory; it is present in psycholinguistics because it is the kernel of utterance reception and production models. The descriptive adequation and the value of the linguistic theories which were produced critically depends on the responses it receives.
Let alone the specificities of particular theories, the schema is as follows: there are slots which must be occupied by fillers, and there are fillers which may occupy slots. In order to specify which filler may occupy which slots, both have properties but in two different ways. Properties are assigned to fillers, they are on the contrary prescribed by slots for candidate fillers to qualify for occupying a slot.
Properties are category-based, and the conditions of occupation have the nature of rules. So the slot-filler schema is a corollary of rules and of categories; more exactly, it is their antecedent, a common scheme from which they derive.
Milner (1989), critical as he is on categories and rules, regretting that Chomsky did not differentiate the set of "labels" that apply to slots from he set of those which apply to the "language units" candidate to occupation (the fillers), maintains a reduced version of the slot-filler schema. It shows its limit in the coincidence / distorsion question (below).
Unification grammars present an evolution of the slot-filler schema: by deconstructing it in part, they yield an important gain in descriptive efficiency (see appendix). However, the HPSGs (Head-Driven Phrase Structure Grammars), still specify slots and fillers by their properties. As they multiply these properties, and as they contain underspecification and overriding mechanisms, the HPSGs do better than many theories, but they remain residually categorial.
The rejection of rules and of categories made above leads to the rejection of the slot-filler schema since it requires to state the "occupation relation " by propositions which draw on rules and categories. Reverting the proposition, if we manage doing without the slot-filler schema, the reason to make categories and rules falls down.
In linguistics, the theory of flexible and innovative operation cannot cope with gears designed to sanction repetition and reproduction. The slot-filler schema encompasses three beats: 1) define the requirements of the slots, 2) define the properties of the potential fillers, and 3) check, based on its properties, that a candidate filler qualifies for occupying a slot. If this schema is refused, an alternative may come from an approach which syncopates the three beats; if must do the econmy of a definiton of needs, and of that of properties. It seems that analogy has the potential as we shall see.
An important corollary concerns variable binding. I shall defend section RENV _Ref24099207 \h \* FUSIONFORMAT 7.8. Binding, variables, variable binding (p. RENVOIPAGE _Ref24099207 \h 217) the idea that the question of variable binding, as it is currently posed, is in part (but not entirely) artifactual, because it follows from positing the slot-filler schema. If the economy of it can be done, then, a part of the binding problem ceases ipso facto to be posed.
NUMLGLAUTO Analogy, the renewed seductions of a venerable notion
Along these lines, analogy presents itself as a possibility to grasp sameness minimally, that is, without overspecifying, without determining more than necessary. As it does not require to make the analogical ratio explicit (analogy "elides the predicate", cf. chap. 3), it bears the promise to dispense with metalanguage: mice is to a mouse as cats is to a cat might well be dynamically useable without being more precise than necessary about particular mammals, without requiring a gloss on grammatical number and without a statement about whatever happened to "the undefinite article in plural".
Analogy also gives hope to let happen the useful drifts. This would be the second factor to contribute in the account of flexibility in linguistic operation.
Analogy further appears to enable the idea of contingency, it would make it possible to avoid what would be the ultimate essence of things, to eschew foundationalism. Adaptation and innovation: of behaviour, of intellection, of utterance, etc. would be possible without control over the details, without the ultimate intelligence of means and procedures.
Finally, analogy drops a hint on a theoretical construction that could be compatible with Sausserean differentialism: if things do have value by their ratios, let us take these ratios as directly constituting the linguistic knowledge and see what consequences and advantage we can take of that.
If this approach succeeds, it restaures continuity with 2400 years of history in linguistic thought: Aristotle, Denys, Varro, Port-Royal, Humboldt, Paul, Brugmann, Saussure, Bloomfield, etc. which would not be its smallest interest.
Il also established tracks of continuity with cognitive science (Lakoff, Gentner, Holyoak) and psychology, very specificly with the theory of second order isomorphism (representations are by similarities and are not direct representations of things, cf. Edelman infra. p. RENVOIPAGE _Ref43440692 \h 41). Continuity also with neuroscience: according to Choe (2002) the thalamus and the cortex in association are producers of simple analogies. So are they functionally and their anatomy allows us to understand how.
NUMLGLAUTO Explaining productivity assumes a mechanism
Having recognized that the question of the possibility in principle (competence) is not antecedent to that of the possibility of acts, one is led to treat in priority these acts, linguistic processes, that is, to adopt a dynamic vision. To explain in this way linguistic productivity (and learning, and variation, and language change) supposes a mechanism. The question is central phenomenologically.
This mechanism is something else than a generative procedure. In 1965, Chomsky made the following conjecture:
A reasonable model of linguistic actsEX " linguistic act " will comprise, as one of its fundamental components, the generative grammar which formulates the knowledge that the speaker has of his language.
However, the thing did not occur and Chomsky himself later withdrew this position. Today, the more widespread vision on this topic may be borrowed from Jackendoff EX "Jackendoff:generative rules do not describe performance" :
The traditional formulation of phrase structure rulesEX "rule:derivational rule" and of transformational rules EX "rule:transformational" is conductive to viewing the rules as like a program for constructing sentences. The connotations of the term "generate" in "generative grammar" reinforce such a view. However [] students are always cautioned to resist this interpretation. In particular, they are exhorted to view derivational movement as metaphorical: "We are after all describing competence, not performance." The upshot is that the status of such rules vis-à-vis performance models is left unspecified.
and, when researching a model of linguistic acts, no one knows what to do with the tansformations of transformational generativism or with the move of the Minimalist Programme.
The required mechanism is not the a priori characterization of the set of utterances which are possible in what would be a speaker's language by whatever procedure, generative or otherwise. On the contrary, we seek a dynamics of reception it must be plausible as much as possible which, when facing a variety of utterances, succeds, or not, in building a sense, and does so with success rates that are varied and gradient depending on the utterance. Same thing with uttering utterances. It is not the case that a speaker is capable of that "possible" because dwells in him a defined, static, language, which would prespecify the possible and which would have (had) to be learnt by the speaker. Otherwise said, the idea must be given up to characterize linguistic knowledge in a static manner, without reference to the dynamics that would use it.
Even though a static linguistic knowledge of the speaker is not sufficient stand-alone without the dynamics to linguistically define a speaker, still, an assumption concerning it is required. The orientation consists of building this model of linguistic knowledge with analogy as its base. It cannot be a lexicon governed by rules. It is something else than a corpus which does not contain the required structure and from which that structure cannot be extracted. It is complex, exemplarist and meshed; it will be named "plexus" in Chap. 3 where it is defined.
This assumption must be complemented by one on the principle of the dynamics. Here again, the orientation is to solicit analogy. One can make a platonician reading of analogy (analogical ratios exist in nature) but the repairing analogy of the Neogrammarians and of Saussure already appears as dynamic in diachrony. The intent is to extend this dynamic reading in synchrony, applying it to the accomplishment of linguistic acts and to acquisition.
We are thus led to the speaking-subject as capable of analogy and the question takes a cognitive and mental dimension. Early in Antiquity, analogy in language was narrowly associated with the morphological and syntactical markers which sanction the location of linguistic units in analogical systems. This directly conducted to the analogy-anomaly EX "analogy:analogy-anomaly" debate between Athens and Alexandria on one side and the Stoicians EX "Stoicians" of Pergamon on the other, debate which Varro arbitrated (cf. Chap. 2). The question was therafter endorsed by the tradition.
It may be the case, however, that a step has been missed, or treated inedaquately. I mean questions like transitivity (total? partial?) in a series of analogical ratios, questions like the possibility of combined effects of several analogical sets sharing some of their terms or some of their analogiacl ratios, etc. These questions are related with deduction EX "deduction" and, in a sense, fomal theories like predicate logic or other logics have covered them. They did, but in a way which is brutal, symbolic, categorical, and this manner does not suit linguistic phenomena.
When it was finally realized that symbolic theories do not suit linguistic phenomena, analytical work might have resumed in view of this empiry constituted by the massiveness of analogy in language, and of the evidence that it is also dynamic, but the course taken was a different one and connectionism EX "connectionism" for example, in its first period, sought to apply to langages the associators EX "associator" which yielded so good results in pattern recognition EX "pattern recognition" . Success was in the measure in which there is pattern recogniton in language, that is, limited: it does not constitute its main part.
The work proposed here may be seen as the project, building on the results of the last decades, to start anew from analogy, to apply to it a more nuancé treatment, and to view it as dynamic.
NUMLGLAUTO Proximality of the motivation dynamics
Analogy must however receive a complement. It corresponds to the simple idea that a thing triggers certains other things and not a great number of them or all of them: some mental transitions are preferred. It is the idea, dating back to Hume, and generally held as refuted, of associationist psychology. The enterprise here is not the restauration of associationism in its original conception but I shall show (p. RENVOIPAGE _Ref43738272 \h 74) how proximality and analogy allied together, may discipline the associations by means of this ratio which precisely the analogical ratio is. This discipline will be thematized as the observance of the 'copositionings' which take place between terms. Proximality also echoes a more recent formula, that of properties which Livet EX "Livet" attributes to connectionism: "a local compositionality and a limited systematicity".
Thus, in a speaker's linguistic knowledge, starting from a given inscription, some inscriptions can be reached with ease: they are proximal. Other ones are less. The linguistic knowledge acquires as a topology: kinds of distances are set in it. The idiosyncrasic detail of the inscriptions and of the proximality conditions among them is held to result from the particular history of the speaker, that is, they bear the trace of his learning history.
The processes which utilize these inscriptions to account for linguistic acts benefit from proximality and they depend on it. This makes it possible to conceive of paths and computation chains which are shorter or longer depending on the case and, in this way, to account for the fact that linguistic acts have different degrees of difficulty and impose different cognitive loads. Another important benefit will be to reconstruct and demonstrate degrees in acceptability.
NUMLGLAUTO Contingent causality
The cause of the successful completion of a linguistic act is primarily the precedents upon which the process which accounts for it may rest. I understand 'precedent' as a linguistic act i) which took place before with success, leaving some permanent trace, and ii) which resembles the act currently being processed.
The systematic distributional analysis of a corpus, gives this corpus the role of a body (precisely) of precedents. A generativist grammarian who picks up examples and proposes them makes the assumption that they are typical of legal (or not) productions in his target language and the elaboration which he makes on their base will license productivity.
Relating a current linguistic act to the precedents that license it brings up several questions: i) how to select the appropriate precedents, ii) on what base to recognize resemblance, and iii) how to design the process that carries all this out.
Linguistic theories, most often, adopt of this question a vision which I call 'totalistic' in the following sense: the modes of selection of the precedents are supposed to be latent in the totality that the corpus represents, or in the totality represented by the set of examples which may occur to a generativist. Then, following different procedures, a system is built: the best possible adjustement to all the cases occuring in the envisaged totality, that is, that which is descriptively most economical. This makes it abstract. As one ambitions a wide coverage of phenomena, this system becomes complex.
It must be seen, instead, that sameness-proximality retains an occurrential, exemplarist character. They remain concrete data which result from the subject's history, and from the contingent history of his learning. One must restart from samenesses-proximalities already given as exemplars or occurrences because the acquisitions are primary, literally and in two manners, they are primary in the course of the time of the subject's history (they occurred before the linguistic act now at stake), and they are primary by they causal position in the accomplishment of the act (they causally condition the dynamics of the act).
The conditions of productivity of its dynamics must be sought a minima only; one must build on proximality because proximality results from the subject's experience. Doing so increases confidence to rightly address the idosyncrasy which always appears in the linguistic exercise.
Thus this approach presents itself at first sight as a theory of individual facts, as a weak theory. About it, one may fear that it might not well embrace transversal generalities which we observe and which lend temselves well to symbolic modeling (like determination by an article, SVO construction, etc). I show below that this is not the case: it is possible to design processes spanning from the smallest idiosyncrasy to the widest generality in continuity, and addressing the whole span with the same base mechanisms.
This, without yet solving the question of how sameness is approached (cf. Chap. 3), constitutes a rejection of the totalistic approach and the promotion of proximality.
NUMLGLAUTO Hypothesis
The hypothesis of this work can now be stated as follows.
An apparatus consisting of a) analogical inscriptions that are strictly exemplarist and endowed with proximality, and b) a dynamics of elementary abductive, analogical movements, makes it possible:
firstly to explain in a homogeneous framework the linguistic dynamics (reception, emission, learning, the dynamics of language change), and to understand them with respect to each other,
secondly, to reconstruct as a consequence the question of the possible / impossible in language, that is, to explain as effects of the dynamics the static stipulations which constitute the grammars.
If this track succeds, it shows that the reverse position which thinks it necessary to first establish a static description, a grammar, in view of explaining later the linguistic dynamics take things in the wrong order.
Isn't a work along these lines behind time: connectionism would be fulfiling this programme in a more promising and more plausible manner. Connectionism is indeed the school of thought which presents the closest accord with these themes: a connectionist model is that of a defined speaker, it is abstraction-free and rule-free, and it is certainly dynamic. It yields gradient effects and combines viewpoints. Any single detail in it may contribute to a result but none is critically mandatory.
However: i) one thousand presentations of a trainng corpus do not constitute an acceptable model of learning and the training procedures of connectionist models are not incremetal. French speakers have one word only: apprentissage, but we must not mix up training and learning, ii) the gap between observations and the implementation substrate (cells and weights borne by links) is too wide; this makes any explanation impossible or too obscure, and c) finally neuromimetic connectionism progresses slowly and with difficulty on variable binding, on recursive structures, and on the treatment of individuals; see details in section RENV _Ref24099207 \h \* FUSIONFORMAT 7.8. Binding, variables, variable binding (p. RENVOIPAGE _Ref24099207 \h 217) .
Thence, another approach, based on mechanisms less opaque than those of the connectionist models, should be welcome to progress in our undestanding of the linguistic dynamics.

Chapter NUMLGLAUTO Moments in the history of analogy,in linguistics and in psychology

To support what precedes, and to provide justifications which will serve in the next chapter, here are some steps in the history of analogy considered from the point of view of linguistics and, secondarily, of psychology. Thus, the analogy of the theologians (mainly Thomas Aquinus), will be considered only marginally.
This history is important mainly in three moments. In Antiquity, the first figure of a debate emerges which will keep grammarians, then linguists, busy for a long time: that between regularity (analogy) and anomaly. In the 19th century, the Neogrammarians, then Saussure, conceive the role of analogy in language change with precision. Finally, the 20th century is marked by the disrepute of analogy and its dismissal by Chomsky, then by its rehabilitation, first by cogniticians then by very few linguists.
NUMLGLAUTO In the Antiquity, a "quarrel" arbitrated by Varro
After borrowing it from ThalesEX "Thales", AristotleEX "Aristotle" defines analogy as follows:
There is an analogy when the second term is to the first what the fourth is to the third; one will then replace the second by the fourth or the fourth by the second, and sometimes, one adds the term to which that which has been replaced relates. For example in The vase is to Dionysos what the shield is to Ares; the vase will then be called the shield of Dionysos, and the shield the vase of Ares. Or else Old age is to life what evening is to day, one will then call the evening: the old age of the day, or like EmpedoclesEX "Empedocles", one will say of the old age that it is the evening of life or the sunset of life.
Analogy, for Aristotle, is initially 'poetical' or rhetorical. It is found in the Poetics and not in the de Interpretatione where that which will serve us would rather be expected. Then the grammarians get hold of it:
VarroEX "Varro" recalls that it is by borrowing from the mathematicians (Euxod of Cnides, friend of Aristotle, then EuclidEX "Euclid" of Alexandria) their proportional ratio (analogon in Greek) that the grammarians of Alexandria for the first time displayed in clear tables the complex Greek inflectional morphology: declensions and conjugations.
A great question for grammarians in Antiquity is known as the "quarrel" between analogists and anomalistsEX "anomaly:anomaly-analogy". For the former (AristarchosEX "Aristarchos"), language is ruled by analogy, for the latter (Stoicians: Krates of MallosEX "Krates of Mallos"EX "Stoicians", Sextus EmpiricusEX "Sextus Empiricus"), language is dominated by anomaly.
The arguments of both were not placed on a same theoretical plane, anomalists [] adopt a general viewpoint: if analogy were the organizing principle of the formation of words, it would operate regularly, and would be perceivable in the entire prespective of the set of the words. Now this is not the case, [...]. For the analogists [] despite this profound concern, all the same there exist analogies of formation with great evidence, and they represent an organizing principle sufficient to describe the transformations of words, each with repect to the others.
The terms of this debate will be resumed by Varro in the 1st century B.C.
Varo criticizes both viewpoints, stressing that the issue is not to compare forms but relations between forms. Comparing amabam ("I loved") and legebam ("I read") leads to nowhere, because one could add rosam ("the rose" acc. sing.) on the same plane. In contrast, the proportional ratio amabam : amabat ("I loved" : "he loved") :: legebam : legebat ("I read" : "he read") makes it possible to determine the identity of a type of transformation.
The point is well made but not very well worded: the matter is not to "transform". It is to compare, and to productively put at play terms involved in systems of relative positions, these being reflected in the overt form in some cases, and in other cases, there being no formal manifestation. In the Arab world, the analogists of Basrah and the anomalists of Kufa will echo the Greek 'quarrel'.
As we restrict ourselves to language, we will leave AugustineEX "Augustine", Scolasticism, and Thomas AquinusEX "Thomas Aquinus" but his commentator CaietanoEX "Caietano" will be solicited several times below to reconnect with analogy in 17th century France.
NUMLGLAUTO Arnauld and Lancelot, disturb the analogy of language as little as possible
In Arnauld and LancelotEX "Port-Royal"EX "Arnauld and Lancelot", is to be found, after VarroEX "Varro" and seventeen centuries of history, a revised position on the question anomaly-analogyEX "anomaly:anomaly-analogy" but in a curious posture, 'honnête homme' and decency on one side, and a proto-scientific attitude on the other; interesting amalgamation of normativity and of an objective position with respect to language.
It is a maxim that those who work on human languages must always keep in mind, that the ways to speak which are authorized by a general and unquestioned usageEX "usage" must be considered good, even if they contradict the rules and the analogy of language; but they must not be invoked to put rules in doubt or to disturb analogy, neither consequently, to authorize other ways of speaking that usage would not authorize.
The Grammaire générale et raisonnée discusses, criticizes, or generalizes "the rules that Vaugelas had sketched without striving to make a systematic work". The position of Arnauld and Lancelot will amount to the accomodation of attested anomaly while disturbing as little as possible the "analogy of language", without however authorizing non-attested usage.
[Ablative in Latin]EX "ablative"EX "Latin", properly speaking, is not to be found in plural, where, for this case, there is never an ending different from that of dative, but, because it would have disturbed analogy to say for example that a preposition governs the ablative in singular, and the dativeEX "dative" in plural, it was preferred to say that this number also had an ablative, but always similar to the dative. It is for this same reason that it is also useful to give an ablative to GreekEX "Greek" nouns, which is always similar to the dative, because this conserves a greater analogy between these two languages which, ordinarily, are to be learnt together.
I will show in section RENV _Ref22537087 \h \* FUSIONFORMAT 6.1.2. Homography, accidental homonymy, syncretism (p. RENVOIPAGE _Ref22537087 \h 160), how a different treatment of the question is possible.
NUMLGLAUTO Humboldt: analogy puts sound and concepts at the same pace
For Humboldt,
Concepts may be marked in three manners: [1. immediate imitation, 2. symbolic imitation, and] 3. Phonetic similarity [which] depends on the concepts to be denoted. Words with similar significations receive sounds with the same proximity [] presupposing sets endowed with a certain magnitude. This is the most fecund function and that which realizes the clearest and most distinct adequation between the system of intellectual productions and that of the language; such a procedure in which the analogy of the concepts is taken to a degree such that, each remaining in its own domain, they are made to walk with the same pace may be qualified analogical.
Analogy is then "one of the causes which gives birth to grammatical categories".
Trabant sees here "the relative motivation of language" of Saussure which " is the image of the coherence of the world which thought produces with the help of language. By this very reason, that relative motivation is also an image of the coherence of the world itself which, is undeniably donated to us through language and, without language, would be a hopeless chaos".
Humboldt thus undertakes to connect the morphological analogy with that which has not yet been thematized as semantics. Does he restrict himself to morphology or is his proposition extended to longer forms, then encompassing syntax? This is possible but hard to decide, given Humbolt's style which is very open and sometimes imprecise.
Later in the 19th century, analogy becomes the foundation of an explanatory relation between what will soon after be termed 'diachrony' and 'synchrony'.
NUMLGLAUTO Brugmann and Saussure, analogy repairs phonetic change damage
NUMLGLAUTO Neogrammarians as seen by Auroux and Engler
The following quotation is long but impotant to frame a critical moment in the history of analogy in the 19th century:
Ziemer in 1882, listed the new themes brought about by the Neogrammarians: [], they make the concept of analogy something fundamental. Building on the (very ambiguous) concept of phonetic law, they strive to view the reality of language as an unconscious process. This makes them reject the purely subjective explanatory principles of Curtius. On the contrary, because they strive to connect language with the acts, they have to explain, calling most of the time on associationist psychology, and on the need to understand each other within a group, how, from individual acts, one passes to the regularity snatched away (sic) from individual wills. The epistemological achievement is far from obvious and definitive. If they take that, aside from the phonetic laws, analogy is the second factor ruling the life of language, the neogrammarians use this concept rather loosely, notably to explain the exceptions which are opposed to the phonetic laws. As early as vol IX of the Studien, Curtius reminded them that analogy had to be considered in series only. Progressively, the concept of analogy comes closer to what will become that of paradigm or that of paradigmatic axis of the language. For example, Brugmann notes that, to he who wants to learn GermanEX "German", no one says that gastes is the genitive singular, gast the dative, etc.; rather, one creates the different forms, each from the other ones. This idea is mainly an achievement of the Neogrammarians; it is because he rejects the role played by analogy, that Curtius dedicates the last part of his pamphlet to the primitive language. His effort is to show that the PIE is an arbitrary reconstruction, and that inflections in it play no role. He thus has perfectly understood that, if one makes a link between the new conception of analogy with phenomena like inflections, one must also consider a series of synchonic states of the language in which forms act on each other. The concept of analogy leads to synchrony. The theme of Ausnahmlosigkeit [the fact of being without exceptions] historically arises from the mechanist conceptions developed in the second third of the century []. This prevents the Neogrammarians from understanding the role of the combinatorial formations (we would say 'syntagmatic'), as will be noted by Jespersen, and above all, to understand the effect of meaning on the change of the sound form.
Between phonetic laws and analogy, Engler identifies in the Neogrammarians a dissymmetry in favour of the former:
the phonetic laws, postulated without exceptions, and without counterbalance (nothing more revealing in this respect than the term "false analogy". And even if the Neogrammarians and Paul acknowledge the importance of analogy, it will only be with Saussure, who relates it with a fundamental principle of the mechanism of language, that analogy will play on a par with the phonetic laws.) are as many illusions that tend to make language 'inhuman'.
This is not entirely right: Brugmann makes analogy play on par with phonetic laws twenty years before Saussure.
NUMLGLAUTO Karl-Friedrich Brugmann
This passage from BrugmannEX "Brugmann" (1849-1919) is translated from a quote in NormandEX "Normand (Claudine)" 1978, p. 48-50. Brugmann exposes the derivational and inflectional combinatorics:
It is the compliance of the material element (base, root), recurring in a set of the various forms and derivations of a word, which causes the feeling of the etymological link. As to the orderly feeling of the system of inflections and of lexical formations, likewise, as to the system of the meanings of the syllables marking inflections and derivations, this feeling is rooted in groupings like gastes-armes-spruches, etc. führung-leitung-bereitung, etc., and also in the comparison of parallel series such as gast-gastes-gäste = arm-armes-ärme = spruch-spruches-sprüche, etc. It is therefore at the expense of a certain amount of formal analysis operating when instating some groupings that are typical of the system of lexical formation and inflection, that the speaker gains awareness of the models and rules following which he shapes most of his productions; because, including in adults, one observes the combinatorial activity play a role, in addition to memory.
The question of productivity is explicitly posed and attributed to analogy (the formation of an unknown fourth):
Whence the particular importance associated with the creative activity by combinatorial operation, which the subject operates in the domain of lexical formation and even more so in the system of inflection. As most of the forms in a system with multiple articulation were never heard before, or if they were heard, they were not inscribed in the memory, we form them with the help of groups, by establishing in a naturally unconscious manner ratios between already known terms and by deducting the unknown fourth term.
Producivity, thus envisaged by Brugmann, may comprehend syntactic productivity depending on the interpretation of "system with multiple articulation" (as with Humboldt, supra, it is not entirely clear). At this point, sprouts a dynamic vision of grammaticality
In the course of the epigenesisEX "epigenesis" operating repeatedly on the model of the relevant representative groups, it is indifferent to the nature of the productive activity whether the element is already in use in the language or deprived of attested existence. In the latter case, it suffices that the speaker who creates an element which deviates from accepted usage, feels no contradiction with the inventory acquired by learning and stored in the memory.
this makes it possible for linguistic change to explicitly integrate the explanatory frame:
Group dynamics is, to a large extent, what grants each member of a linguistic community the possibility and the opportunity to go beyond accepted usage. But for a novel formation which conflicts with established usage to acquire a general validity, it will have to develop spontaneously and simultaneously in a large number of interacting individuals.
Phonetic change, the damage it makes in paradigms, and its ensuing repair by analogy, are dissociated and formulated in terms which Saussure will later endorse:
hence a notable difference between analogical formation and phonetic changeEX "phonetic change" as, in the case of analogy, innovation does not necesarily incur the rejection of the older element. Now the emergence and the entrenchment of analogical formations almost always are causally related with phonetic change. Phonetic alterations cause either the displacement and uninterrupted destruction of existing groups in the course of the language history, or the emergence of new groups. Phonetic change affects already established groupings and associations by immotivated distinctions among congruent forms. Cf. esti, este, eimi, To this loosening of the combinatorial ratio caused by phonetic variation, analogy offers a parry and a response. The entirety of language dedicates itself tirelessly to blur useless discrepancies and respond to functional constancy by constancy of the phonetic expression; with an insisting and progressive pace, it tries to reinforce the conditions of solidarity and better ajust the groupings in the domain of lexical formations and of inflection.
In a word, for Brugmann, novel formations amount to the deduction of an unknown fourth. To the loosening of the combinatorial ratio resulting from phonetic change, analogical formations offer a parry and a counterstroke.
NUMLGLAUTO Saussure
Saussure adopts the same analysis of the "repairing" dynamics of analogy. Phonetic change:
blurs and complicates the linguistic mechanism in the measure in which irregularities born from phonetic change contradict groupings based on general types; in other words, in the measure in which absolute arbitrariness takes over relative arbitrariness. Fortunately, the effect of these transformations is counterpoised by analogy. Analogy is responsible for all normal modifications of the outside appearance of words which are not phonetic in nature. Analogy subsumes a model and its regular imitation. An analogical form is a form built after one or several other ones following a defined rule.
Thus in Latin the nominative honor is analogical. One used to say honôs : honôsem, then through rotacism of the s,one said honôs : honôrem. At that moment, the radical had a dual form; this duality was eliminated by the new form honor, created following the model of ôrâtor : ôrâtôrem, etc.; by a process which we assimilate to the computation of a proportional fourth EX "proportional fourth:created by repairing analogy " :
ôrâtôrem : ôrâtor :: honôrem : x ( x = honor
In order to counterbalance the diversifying action of phonetic change (honôs : honôrem), analogy re-unified the forms and restaured the regularity (honor : honôrem).
Saussure takes great care to qualify the effect of analogy as an addition, not as a change.
Analogy installs a competing form beside a traditional one. This competitor may eventually supersede the more traditional form.
Pension : pensionnaire; réaction : réactionnaire. Pensionnaire and réactionnaire do not change anything to a preexisting term. They replace nothing.
Analogy is the "principle of langugage creations" and is grammatical:
Analogy is grammatical in nature: it supposes the awareness and the understading of a ratio uniting the forms with each other. While the idea is nothing in the phonetic phenomenon, its intervention is necessary in analogy (intervention of a proportional fourthEX "proportional fourth:subordinated to the idea (Saussure)").
The combination:
ôrâtôrem : ôrâtor :: honôrem : x ( x = honor
would have no raison d'être if the mind did not associate by their meanings the forms which it contains.
Therefore, everything is grammatical in analogy; but it sould be added immediately that the creation which it produces, at first, can only belong to the parole, it is the occasional work of an isolated subject. In that sphere, and away from the langue, is where it is appropriate to initially catch the phenomenon. However, two things must be distinguished: i) the understanding of the ratio which relates the generating forms (les formes génératrices); ii) the result suggested by the comparison, the form improvised by the speaking subject to express his thought. Only this result belong to the parole.
To complete the characterization of analogy as a creation, and not as a change, the table below summarizes the contrast that Saussure makes between analogyEX "analogy:contrasted with 'agglutination'" and what he names 'agglutination' EX "agglutination for Saussure".

AnalogyAgglutination pâg + ânus ( pâgânushanc + horam ( encorepotis + sum ( possumWith smaller units, analogy builds a longer unit [which is analysable].Two or more units melt by synthesis into a single one [which ceases to be analysable].Draws on associative series EX "associative:series" [paradigms], along with the syntagms EX "syntagm"Does not draw on an associative series; bears on a group alone; syntagm only (no paradigm). Supposes analyses and combinations, intelligent activity, intention. Assemby obtains at once, in an act of parole, by the union of elements borrowed from various associative series.Is not voluntary, is not active. A mechanical process. Assembly obtains by itself. Slow cementing of elements. The synthesis may erase the original units."Construction" (vague) may apply.
"Composed", "derived" must be reserved to this case."Construction" (vague) may also apply.Table SEQ dddd \* ARABE 1 Analogy and agglutination according to Saussure
About analogy substituting older formations with newer ones, cf. also a footnote in the section beginning on p. RENVOIPAGE _Ref15909864 \h 256, where the case "somnolent" is analysed by Saussure.
Three points are explicit in the lines cited above: i) analogy is an act of parole, ii) analogy is creation or addition, not transformation, and iii) analogy is grammatical. We see therefore that it belongs directly to the dynamics of linguistic acts.
However, Saussure sees analogy as repairing or morphological without claiming any specif place for it in syntax the Cours does not make much room for syntax.
NUMLGLAUTO A repairing analogy with morphological and syntactic effect
Is the operation of the repairing analogy limited to morpgology EX "analogy:repairing - with synctactic effect" or lexical creation EX " lexical creation"? A case will show that it may also act on a paradigm less narrowly characterized than an inflectional or derivational paradigm.
From a corpus taken from the Internet, RastierEX "Rastier" picks up the following series of examples of collocations that are typical of racist pages. Detecting collocations of this sort helps in the characterization of racist contents:

idéologie mondialistecomplot mondialistemafia cosmopolitefinanciers étrangerslobby de l'immigrationinternationale ( juive

He notes, rightly, that this series, extracted from a corpus, therefore "given", presents a regularity: the rightmost term concerns the axis "us-them" while the leftmost one is a determination without reference to this axis. In this, the series is regular. But it presents an anomaly; in the last item: internationale juive, the contrary is the case, "us-them" happens in the first term and the term without this property is the second one. The item internationale juive thus 'disturbs' EX "disturbance of a series by an anomalous item" (quoting Saussure) the series and this complicates a little, says Rastier, the detection of racist contents.
This disturbance appears to have had another effect than that of making more complex the detection; it seems it also has been perceived by the racist rhetor who, on some occasion, produced the innovation juiverie internationale. This creation causes a linguistic discomfort (let alone discomforts of other natures); something here succeeds despite the question always associated with a novel creation: for what benefit should the innovation cost be spent. In what then does this creation succeed? There are many factors among which the pejorative character of the suffix erie in this context; there is also it is the point here the reintegration that this innovation operates of (juif + international) into the series. This series is present and active in the minds of the speakers even though its formal structure and working levers remain non explicit but isn't its efficiency all the better. The form internationale juive, anomalous then, performed the recuperation of the rhetorical benefits assumed available of idéologie mondialiste, complot cosmopolite, etc. with an efficiency that was only relative, because of its anomaly; the new form juiverie internationale, now regular in this series, does so more efficiently.
This analogical creation is quite as repairing as that which produced honor in Saussure's example, yet it differs in two respects; i) the trouble it repairs is not the effect of phonetic change, it is something else, ii) the means of the reparation are not limited to a lexical ceation or a morphemic regularization against the "transparency of an etymon"; beside the creation juiverie, they also comprise a syntaxtic rearrangement which in this case is the permutation of two terms.
This example is interesting for two reasons: first it bears simultaneously on morphology and syntax, another indication that he border between them is not sharp; then because it leads to envisage as a paradigm EX "paradigm:in a broader sense" in a broader sense a set which is not narrowly determined by distribution but is a field onto which a same analogical pressure is exerted; despite the reasons being less easily characterizable, they nonetheless are preceived by the speakers.
NUMLGLAUTO Bloomfield, the power of analogy extended to syntax
In 1933, in Language, for the first time in modern linguistics as far as I am aware, BloomfieldEX "Bloomfield:analogy explains productivity" makes a straightforward statement that analogy EX "analogy:for Bloomfield" may be held to account for linguistic innovations in constructions:
A grammatical schema (sentence type, construction or substitution) is often called analogy. A regular analogy allows a speaker to utter discourse form which he has not heard; we shall say he utters them by analogy with the regular forms he has heard,
This is followed with a development on analogical morphology and its relation with anomaly that does not innovate on what we saw with Brugmann and Saussure.
Remembering maybe Wallis, who described the phenomenon in the 17th century or, more recently Humboldt EX "Humboldt", Bloomfield anticipates the phonesthemesEX "phonestheme" of FirthEX "Firth" or the idiophonesEX "idiophone" of Tournier and Philips:
Even the morphemes that form the bases have some flexibility; when hearing a form like squunch in the sense of 'a step making a succion noise on a wet ground', we cannot say whether the utterer already heard it or whether he uses an analogy with [skw-] as in squirt, squash, and with [-on
] as in crunch.
Adopting of analogy the full vision, that is, that of the proportional fourth, he fosters it as the explanation of learning and, therefore, of linguistic productivity:
p. 259: Regular analogies are substitution habits. Assume for example that a speaker has never head the form Give Annie the orange but he has heard or uttered a series of forms such as the following:
Baby is hungry. Poor Baby! Baby's orange. Give the baby the orange.Dad is hungry. Poor Dad! Dad's orange. Give Dad the orange.Bill is hungry. Poor Bill! Bill's orange. Give Bill the orange.Annie is hungry. Poor Annie! Annie's orange.
He now has the habit analogy to use Annie in the same positions as Baby, Dad, Bill and therefore, in the appropriate situation, he will utter the new form Give Annie the orange. The fabrication of a form by analogy with other ones is similar to solving a proportional equation with an infinity of ratios on the left side:
Baby is hungry. : Annie is hungry )
Poor baby! : Poor Annie! ) = Give the baby the orange. : X
Baby's orange. : Annie's orange. )
The explanatory power EX "explanation" of analogy is now explicitly claimed for syntax so far it was claimed for morphology only. The explanation is very clearly made, one may believe and adhere, but it is not further built nor argumented: we stay with "substitution habits" and the "therefore" is far from clarifying the causal chains that would show how the subject becomes productive or, with precision, which substitutions can be done and which ones cannot. This leaves a remainder to explain; we shall see what consequences a contradictor will draw.
NUMLGLAUTO Householder formulates the potential of analogy
In 1971, EX "analogy:for Householder"Householder delivers in Linguistic Speculations, a chapter: Sameness, similarity, rules and features which reinterprets with analogy a great number of linguistic phenomena.
At that time, the situation appears to be that each of these phenomena is, or has already been analogically analysed by some author but that these analyses are scattered in the publications and in the perception that linguists have of them. The situation is also that the doxa current at that time provides for these phenomena theories that are not analogical. The distinctive merit of this chapter by Householder is therefore to bring together such analogical analyses in one chapter and thus produce suggestion effects. This is already a value even if, as we shall see, the theory which could follow is not yet constituted.
He starts from the two-term analogy of the type A is similar to B which I shall call 'A2 analogy' below and straight away identifies that a similarity is always apprehended in some definite way, and that there are always several possible dimensions to comparison, which leads to the following:
How does one systematize, consciously or unconsciously? The only candidate so far proposed for this job is analogy. An analogy is a sameness of similarity and differences (p. 63).
Meeting with the full analogy which I shall call below A4 because it consists of four terms and which will be the subject matter of the twenty ensuing pages.
If I have noted that A is like B, C is like D, E is like F, and then go on to compare the A-B similarity to (let us say) the E-F similarity, and conclude that they are the same [both similarities are the same], I am said to have established a proportion or analogy A : B = E : F, which, just as in mathematics, is also stateable as A : E = B : F, (p. 63).
He thus postulates the transposability of analogy EX "analogy:transposable" which will be used in this work in the 'transposition abductive moment', cf. p. RENVOIPAGE _Ref24361307 \h 87, I shall show that this property is not always verified.
Householder then builds an analogical vision of a great many linguistic phenomena, beginning with lexical segmentation. The chapter contains few general propositions; rather, it builds a convincing effect by accumulating the setting into analogies of pairs of various natures. In this, the vision is 'exemplarist' much in the way the model promoted in this work is. The text is somewhat wearisome, which does not mean without interest, made mostly of 'boring examples (Householder), and the only thing that can be done is sampling:
A word like bet, let us say, is first opposed to things like abet, you bet, etc. and to those like better, bet them, etc., and Bret, bent, best, etc. by an analogy or analogies whose terms are nothing:something. Then it is successively opposed to:
pet, vet, get, debt, jet;
to bait, to bit, bat, but, *[but], bot;
to beck, *bep, *betch, Beth, Bess, and bed.
And there are no more,except ones in which one of these (or more) could be inserted as a middle term; i.e. beg is not on this list because it is the first and most closely opposed to bed, which is on the list. (p. 65).
The discourse intimately associates segmentation and phonology. Householder does not directly link bet beg because the chain bet bed beg is possible. He requests for individual links to be by minimal contrast EX " minimal contrast" where attested forms make this possible, that is, where they attest such contrasts in context. In two pages of more boring examples the analogical pairs are minimal contrasts, e.g. bed : pet (+ voiced : - voiced) altering voicing and articulation point, for the initial consonant, for the final consonant, etc. The phonological development is long and detailed. On the way, partial productivity EX "partial productivity" in the lexicon is encountered and treated analogicaly (is is not the derivational productivity, which is partial itself, but the fact that not all phoneme sequences, even phonotactically good EX "phonotactics (phonotactically well formed)" , are realized as lexemes). Also is encountered and analogically treated what I shall call below 'group sensitivity' (p. RENVOIPAGE _Ref32134480 \h 169) EX "group sensitivity" :
It is a remarkable characteristic of several Indo-European languages, that there are sets of affixes superficially different in form from other sets, but filling exactly the same function the so-called declensions, or declension-types (p. 69).
as well as many more phenomena: phonological, lexical, morphological, and syntactic, which we have to skip, please refer to the text. The vision of analogical change EX "analogy:analogical change" , that of Brugmann and of Saussure (it woul be better said: "linguistic change by analogical creation"), is specified on the way:
The kind of linguistic change known as analogical change is not a change from non-analogy to analogy or one caused by analogy, as is sometimes mistakenly supposed, but a change from one analogy to another, a transfer of pattern or item from one proportional set (usually a short one, even unique in one dimension) to another (usually a long one with two-dimensional similarity throughout). Householder 1971, p. 78.
When Saussure insists in seeing an analogical innovation as an addition to a previous form, which will coexist with it, he does not appear to say anything else; both do indeed recognize that the older form, which may eventually be superseded by the newer one, had anterior titles to be analogical, but in different analogies.
The overall theoretical proposition, if at all, appears in the chapter's conclusion:
Enough has been said to show the great role of analogy in forming the structure in a man's brain, which is his language. We have also noted the convenience and economy, in talking about such proportions, of using conventionalized summarizing devices like rules, features, paradigms and matrices. From now on, we shall use these devices most of the time; but we should not forget that each of them rests on one or more proportions or sets of proportions. And if, in one sense, rules and features are merely arbitrary fictions (while only the utterances and proportions are real), there is another, paradoxical, manner of speaking in which only they are real while actual utterances are merely conventional abbreviations for the rules and features. Many linguists prefer this paradoxical sense of 'real' (p. 79-80).
In the rest of the book, Householder will use "rules, features, paradigms and matrices" as a matter of convenience and economy, but solely as conventional devices, refraining to forget that they rest on proportions or sets of proportions, the latter only being real. Taking the opposite route is, for him, paradoxical.
The vision I defend in this work is in very good agreement with Householder's views, but in addition, all the consequences are drawn: not only do I not forget that proportions (i.e. analogies) are the base on which rest all these "conventions" that are rules and matrices, but in addition I restaure analogy as responsible for the linguistic dynamics, producing rule effects (cf. structural productivity, Chap. 4) and matrix effects: chapter 5 will substitute "matrices" and morphological paradigms with an analogical systemic productivity.
I shall still refer to rules or conventions, by "convenience" or "economy", because they may alleviate the communication, counting with the complicity and the benevolence of the reader, lest indeed we would be exposed to the long series of Housholder's boring examples, but I fail to see why the smallest causal role should still be granted to them.
For Householder, those who take the opposite choice, that is, choose rules, features, paradigms and matrices, against analogical proportions, make a paradoxical choice.
NUMLGLAUTO Chomsky, categories and generative rules against analogy
EX "analogy:for Chomsky"EX "analogy:dismissed"Chomsky, in order to respond to an observation of Descartes, undertakes explicitly to account for linguistic productivity:EX "productivity:linguistic"
the Cartesian observation that human and animal language differ in a fundamental way: les bêtes n'ont que des connoissances directes et absolument bornées, l'homme compose son discours.
He finds that his predecessors did not succeed very well in that:
Thus he [VaugelasEX "Vaugelas"] regards normal language use as constructed of phrases and sentences that are "autorisées par l'usage", althought new words (e.g. brusqueté, pleurement) can be correctly formed by analogy. His view of language structure, in this respect, seems not very different from that of Saussure EX "Saussure:quoted by Chomsky" , JespersenEX "Jespersen", BloomfieldEX "Bloomfield:quoted by Chomsky", and many more who regard innovation as possible only "by analogy", by substitution of lexical items for items of the same category within fixed frames.
and that neither did more contemporaneous linguists:
Modern linguistics has also failed in dealing with it in any serious way. Bloomfield, for example, observes that in natural language "the possibilities of combination are practically infinite", so that there is no hope of accounting for language use on the basis of repetition or listing, but he has nothing further to say about the problem beyond the remark that the speaker utters new forms "on the analogy of similar forms that he has heard". Similarly, Hockett EX "Hockett" attributes innovation to "analogy". Similar remarks can be found in Paul EX "Paul" , Saussure EX "Saussure:quoted by Chomsky" , Jespersen, and many more.
Analogy, which they called for to that end, does not suffice:
To attribute the creative aspect of languageEX "creativity:of langage" use to "analogy" or the "grammatical patterns" is to use these terms in a completely metaphorical way, with no clear sense and with no relation to the technical usage of linguistic theory. It is no less empty than Ryle's EX "Ryle" description of intelligent behaviour as an exercise of "powers" and "dispositions" of some mysterious sort, or the attempt to account for the normal creative use of language in terms of "generalization" or "habit" or "conditioning".
AnalogyEX "analogy:for Chomsky" is thus insufficient because it "substitutes with one another lexical units of the same category in fixed frames". Indeed, this is where Bloomfield stopped, but nothing forces one to stop here, as the demonstration will be made.
Again in 1975:
notions like "analogy" do not take him [a man of science free of all ideology] very far away in the study of human capacities, at least in the domain of language.
It must be noted however that the analogy which is dismissed here is "apparent analogies":
Although John's friends appeared to their wives to hate one another and John's friends appealed to their wives to hate one another are very similar, the speakers understand them very differently, without taking their apparent analogy into account.
In short, in order to build a theory of the competence of the ideal speaker of a language, one adopts a theoretical apparatus which is complex, categorical, regularist, and abundantly "non apparent" after dismissing the unfortunate analogy: after forbidding it to use its "non apparent" talents, it was easy to show that it would not do the job. This difference of treatment is never discussed or defended and is a qualified injustice. Indeed the authors who had seen the potential of analogy had not at that time deployed the explanatory chains, but this deficiency did not incur necessarily the dismissal of analogy. However, the logical-symbolist pressure of the time led to it and this is what was done.
Chomsky then engages into what will be the first generativismEX "generativism", the aparatus of which is well-known: lexical categories, phrase markersEX "phrase marker" comprising nodes that represent intermediate constituents, themselves strongly categorized, derivations based on rules EX "rule:derivation" and transformations based on rules EX "rule:transformational" .
A possible schematization of the history of analogy EX "analogy:history schematized" , or of its distribution in the variety of the uses of the word 'analogy' could be the following:
Aristotle's analogy, with four terms, binding a proportional fourth to the three other terms EX "proportional fourth:defines A4 analogy" . Let us call A4 EX "A4" this analogy since it holds between four terms. It is that of Varro, of the Neogrammarians EX "Neogrammarians" and of Saussure EX "Saussure:A4 analogy" .
A degraded analogy as for example in the utterance A is analogous to B. It is a commonplace usage, which corresponds to a moment of discredit of analogy and appears to have prevailed in the first half of the 20th century. Let us call it A2EX "A2" since it holds between two terms only. A2 occurrences analysed very soon also reveal four terms, they show up easily without never digging very deeply. However, A2 users do not mention them and A is analogous to B is synonymous of A is like B; one does not specify in what A and B are alike.
In the last quarter of the 20th century, renewed attention to analogy and restauration of A4 analogy, through works in psychologyEX "psychology:studying analogy" and in cognitive science EX "cognitive science studying analogy" , then a request for its rehabilitation, made by Itkonen, which will be analysed in detail below.
When Chomsky refuses analogy, which one of these two visions does he refuse? A4 EX "A4" , imprudently then, or is it A2 EX "A2" , then we should have to think that the blurring of analogy was very marked in those times.
Milner (1989) EX "Milner:analogy" makes a comparable reading of the history of analogy:
Saussure EX "Saussure:A4 analogy" explicitly uses the notion of proportional fourth EX "proportional fourth:defines A4 analogy" , which exactly meets the notion of analogy in the Greek sense. Moreover, the entirety of. Chap. IV of the third part of the Cours, titled "L'analogie"EX "analogy:for Saussure (old usage restored)", represents a remarkable attempt, and a success, aiming at restauring the term analogy in its ancient and precise usage, beyond a modern and imprecise one.
He even fosters that:
Between the Greek world and the modern universe, a difference has arised: it is well-known that there exists today mathematical theories of irregular phenomena; in this sense, the ancient opposition between analogism and anomalism could be overcome; in fact there exists some linguistic theories EX "linguistics:treating language as anomalous" which treat language as fundamentally "anomalous" in the Greek sense. In modern terms, we should better speak of complexity EX "complexity" .
In some respects, [the opposition between analogists and anomalists] has a correspondence within linguistics. The specticism of V. Henry EX "Henry" with respect to the phonetic laws of the Neogrammarians EX "Neogrammarians" , that of the school of Giliéron EX "Giliéron" towards the school of Saussure EX "Saussure:a modern analogist for Milner" and of Meillet EX "Meillet" , the conceptions of comparative grammarEX "comparative grammar" as a succession of "small facts", all this relates to the anomalist EX "anomaly:anomalist conception of linguistics" conception. On the other hand, formalising linguistics EX "linguistics:formalizing linguistics is analogist" , be it structural EX "linguistics:structural linguistics" EX "structural linguistics" , generative EX "linguistics:generative linguistics" EX "generative linguistics" , etc. is rather on the side of the analogist conception.
If we follow Hoseholder, the first generativism would then be in the uneasy position to have refused analogy and at the same time to have accepted an analogist conception of language; a converging remark is made by Itkonen, cf. section RENV _Ref21537434 \h \* FUSIONFORMAT 2.12. Itkonen, rehabilitation of analogy (p. RENVOIPAGE _Ref21537434 \h 42). Perhaps. If it has accepted it, in any case, it is through the detour of the categories. That the categorical detour provides a great expressive power is not doubtful, it is very attractive to he who grants the primacy to the concision of the theory. However, the number of empirical residues that it conducts to leave unexplained disqualifies it in its application to linguistic facts. Now analogy EX "analogy:does not imply categories" does not imply categories; if it has to be applied, it is in its birth state, without dressing it into a categorical apparatus. That is not what has been done by generativism and it is the proposition made in this work.
NUMLGLAUTO Hopper and Traugott, analogy participates in grammaticalization
HopperEX "Hopper" and TraugottEX "Traugott" view analogy as one of the two mechanisms which account for grammaticalizationEX "grammaticalization", the second one being reanalysisEX "reanalysis":
[] the mechanisms by which grammaticalization takes place: reanalysis primarily, and analogy secondarily. Reanalysis and analogy have been widely recognized as significant for change in general, most especially morphosyntactic change. Reanalysis modifies underlying representations, whether semantic, syntactic, or morphological, and brings about rule change. Analogy, strictly speaking, modifyes surface manifestations and in itself does not affect rule change. Although it does affect rule spread either with the linguistic system itself or within the community. Unquestionably, reanalysis is the most important mechanism for grammaticalization, as for all change.
This conception is summarized in the table below.
The analogy which is envisagened here is analogy following profile 3: repairing analogy (cf. p. RENVOIPAGE _Ref29195254 \h 44). Viewing it as modifying a surface representation contradicts that on which Saussure, agreeing with Brugmann and Householder, insists much: that analogy does not modify anything but installs a new form in addition to an older one, a 'paraplasme' says he, which may eventually cause the older one to disappear.
Hopper and Traugott make analogy (profile: repairing analogy) a secondary process behind reanalysis. Now if we adopt a less profiled and less restrictive definition of analogy, and if we put it, as I propose, at the base of linguistic inscriptions and linguistic dynamics, it is possible to show how reanalysis may on the contrary be seen as an effect of analogical dynamics. This will be done section RENV _Ref51084385 \h \* FUSIONFORMAT 8.2.3. Reanalysis (p. RENVOIPAGE _Ref31204319 \h 251).

reanalysisanalogyprimarysecondaryhiddenovertmodifies the underlying representation modifies the surface representationinvolves rule changedoes not involve rule changeaffects rule spread: a) in the linguistic system, b) in the communityoperates along the syntagmatic axisoperates along the paradigmatic axisTable SEQ dddd \* ARABE 2 Reanalysis and analogy for Hopper and Traugott
Even supposing that we restrict analogy to repairing analogy, the opinion that it modifies only surface representations and that it operates only along the paradigmatic axis is contradicted by the case which has been studied p. RENVOIPAGE _Ref29196684 \h 32.
The same ideas as those in the table, and a few more are to be found ibid. p. 56:
As we have defined it, reanalysis refers to the development of new out of old structures. It is covert. Analogy by contrast, refers to the attraction of extant forms to already existing constructions. It is overt. Reanalysis operates along the "syntagmatic" axis of linear constituent structure. Analogy by contrast, operates along the "paradigmatic" axis of options at any one constituent node. When Meillet was writing, there was a rather narrow, local interpretation of analogy, which was defined as a process whereby irregularities in grammar, particularly at the morphological level, were regularized. The mechanism was seen as one of "proportion" or equation.
cat : cats :: child : X ( X = childs
The difficulty of the formula of proportion is that it gives no account of why a member of the pair is selected as the model. Kurylowicz 1947-9 pointed out to some tendencies regarding selection of the model, for example, the tendency to replace a more constrained with a more general form or vice versa.. Neither analogy as originally conceived nor rule generalization are required to go to completion: we still have foot-feet, mouse-mice, and also run-ran, alongside with love-loved.
I exactly undertake below to show how particular members and particular pairs are selected as homologs. That these processes analogy in particular are not "required go to completion", that is to embrace entirely a set, whatever its definition, is certain and an illustration of this can be found, for example, in the French verb (Demarolle 1990, already quoted).
NUMLGLAUTO Analogy for psychologists and psychoanalysts
WallonEX "Wallon" appears not to use the word analogy although he meets it (Wallon 1945, p. 46 jour : nuit :: blanc : noir).
In PiagetEX "Piaget" analogy has not been found, but the search has not been very deep.
LacanEX "Lacan", makes no room for analogy in his theoretical approach. He himself uses it rhetorically at places and condemns its misuse by some:
A certain JaworskiEX "Jarovski", in the years 1910-1920, had erected a very beautiful system in which the 'biological plane' was to be found up to the confines of culture, and which precisely gave the order of the crustacea its historical conjunct, if I remember well, in some late Middle Age, under the heading of a common flourishing of the armour, - leaving a widower of its human respondent no animal form, without excepting moluscs and bugs. Analogy is not metaphor, and the resort which some philosophers of nature made of it, requires the genius of a GoetheEX "Goethe" whose example itself is not very encouraging. None loathes more to the spirit of our discipline, and it is by expressly rejecting it that FreudEX "Freud" opened up the way proper to the interpretation of dreams, and with it, the notion of analytical symbolism. This notion, so we say, is counter to analogical thought of which a questionable tradition makes that some, even among us, still hold it as solidary.
but the analogy that he fustigates is A2 analogy, this is understandable at that time, as we saw above. There is however plenty of analogy in his work, as early as the Séminaire sur la lettre volée (1956) and later, for example in the L schema. This will have to be investigated further and one would be disappointed no to be able to make some connections, if it is true that le sujet pour prendre dans la vie la couleur qu'il annonce à l'occasion doit recouvrir homologiquement le ternaire symbolique.
About the vision that it is appropriate to take of analogy, I mention the debate between schema and categorization (position embodied HolyoakEX "Holyoak") and projection and structure mapping (position embodied by GentnerEX "Gentner"):
Research on analogy are marked by two theoretical positions, which their respective tenants assess as different, the theory of projection and structure mapping elaborated by Derdre Gentner, and the schema theory, implying categorization, defended by Keith Holyoak, conception now integrated in a broader theory of induction. Without making a decision between these two approaches, work in the domain of analogy, for most of them, limited themselves to a somewhat external analysis of their hypotheses: it has been concluded that they do not stand at the same descriptive level, one addressing analogical transfer as exchange of entities between different domains that share common relationships, the other insisting more on the activities of abstraction which are necessary for the transfer itself. GinesteEX "Gineste" 1997, p. 107.
I limit myself to mentionning them because these two positions appear to share a feature: none of them places analogy itself at the root of the representations; in the works which are the subject of this debate, the representations (I shall prefer "inscriptions") follow different paradigms, types models semantic networks and other ones (the approach is 'partonomic') and it may well be the case that their antagonism vanishes if the vision is changed if it is made 'isonomic', cf. section RENV _Ref44213511 \h \* FUSIONFORMAT 3.6.7. Partonomy and isonomy (p. RENVOIPAGE _Ref44213511 \h 89). I shall suggest how this can be done p. RENVOIPAGE _Ref29966345 \h 186.
Finally, a text: EdelmanEX "Edelman" 1998, Representation is representation of similarities, without directly addressing analogy, reinforces the confidence into a model that is non-essentialist and that is based on similarities/differences or on "sameness of similarities and differences", to quote Householder again. As a very brief summary of his argument, rejecting theories for which a mapping happens between perceived forms and the representations of these (which would be a first-order isomorphism), Edelman thinks that similarities between perceived forms map onto similarities between internal representations (which is a second-order isomorphism). This view is compatible with that which I defend in this work and the subject will be expanded p. RENVOIPAGE _Ref30590693 \h 297 plus 1 page.
NUMLGLAUTO Hofstadter, emergent analogy
The question that HofstadterEX "Hofstadter" addresses is analogy making.
Analogy-making is dependent on high-level perception, but the reverse holds true as well: perception is often dependent on analogy-making itself. It is useful to divide analogical thought into situation-perception and mapping which involves taking the representations of two situations and finding appropriate correspondences between components of one representation with components of the other to produce the match-up that we call an analogy. (p. 180-181). However (p. 187) analogy-making is going on constantly in the backgroung of the mind, helping to shape our perceptions of everyday situations. In our view, analogy is not separate from perception: analogy-making itself is a perceptual process. (p. 189) any modular approach to analogy-making will unltimately fail. Hofstadter 1995, pp 180-189.
How can an analogy emerge from a model which does not suppose it. Hofstadter explicitly assigns himself the reduction of analogy as one of his goals.
Hofstadter will be met again p. RENVOIPAGE _Ref32829548 \h 259, he will help giving a feel of the want for what I shall call 'private terms'. I shall also say the debt I have towards him, his model, Copycat having been a decisive contribution in the design of the dynamic side of the model.
NUMLGLAUTO Itkonen, rehabilitation of analogy
In 1997 ItkonenEX "Itkonen" gave a paper which is very important for my talk and with most of which I am in good accord. He begins with refusing Chomsky's refusal of analogy, using six arguments:
For Chomsky, there being no discovery procedure incurs that there is no analogy. For Itkonen, this argument is false because its premis is false; there is a discovery procedure even if we cannot formulate it today and this is true for Chomsky himself: the language acquisition deviceEX "language:acquisition device" is expected to elaborate a grammar starting from a poor stimulus.
For Chomsky, there is no simple, elementary induction by analogy which would account of acquistion, production or reception. For Itkonen, the method is not simple indeed but it does not have to be. Universal Grammar itself is not simpleEX "universal grammar".
Initially, language creativity was equated by Chomsky with recursivity, against analogy; this opinion was later rejected by Chomsky. For Itkonen, after this, the ability to create and understand new forms does not differentiate from the traditional analogical ability.
For Chomsky the speaker can produce and undestand completely new utterances and this is why analogy does not suffice. Chomsky defines complete novelty as the absence of physical similarity. Therefore he restricts analogy to physical similarity and thence what Chomsky rejects is analogy-as-physical-similarity and not the classical notion analogy-as-structural-similarity.
Production and reception are processes and analogy is at its best in processes. Now Generative Grammar, because it concentrates on competenceEX "competence", looses the dynamic vision (it never showed how the I-languageEX "I-language" serves the speaker in the accomplishment of the acts). It therefore has no title to disqualify analogy.
Chomsky speaks as follows: either you produce an explicit, analogy-based explanation, or you accept mine, which is anti-analogical. The argument may be back-lashed, says Itkonen: analogy is manifest in language and it manifests itself by processes; now Chomsky chooses to study a static idealization: competence; therefore Chomsky cannot account for analogical dynamics.
Itkonen then gives a definition of analogy which is very close to that of GentnerEX "Gentner", that is, a structure mapping. He sees three classes of application to language: a) extra-linguistic reality (bird : fish :: wing : finns :: feathers : scales), b) analogy with iconic rootingEX "analogy:iconic" (thing : action :: name : verb), and c) phonological analogy EX "analogy:phonological"(like TrubetzkoyEX "Trubetzkoy"), morpholocal analogyEX "analogy:morphological" (like VarroEX "Varro"), and syntactic analogy (like SapirEX "Sapir" and BloomfieldEX "Bloomfield").
The remainder of the paper, which is its longest part, is dedicated to analogy in syntax. A model is built, supported by a Prolog program, which explains analogically several phenomena the analysis of which had served to found the first generativism, fransformations in particular. This model of Itkonen will be analysed in detail below, p. RENVOIPAGE _Ref21536692 \h 186.
Itkonen proceeds with a claim of achievements: a) he does not pretend to rival with more fully-fledged models such as GPSG or connectionist programsEX "connectionism", b) he requests equality of treatment: an analogical theory has the right, as generativism claims it, to take as a fact that sentence John is too stuborn to talk to is correct and that the sentence John is to stubborn to is not, c) he does not pretend to have covered language-learning and therefore also requests to take as a fact the analogical structures of utterences, d) the structure that is needed is that which explains our intuitive notion of analogy, not the structure of the 'grammatical sentence of English', so the model is a model of linguistic acts, not a model of competence, e) the model as presented covers syntax only; it is assumed that it may also be extended to morphology and to non-linguistic analogies, f) the model has been demonstrated on linguistic form alone, it is pretended that it may also apply to understanding as well, g) the model is a model of the what, not a model of the how, that is, it is not implementationally plausible (it is in prolog and it is accepted that Prolog has no relation with neural operation).
To respond to a remark made by Newmeyer on the difficulty to distinguish good analogies from bad ones, Itkonen recalls the importance of meaning and structure (counter to the view that analogy should hold in the form only). He rejects a proposition of KiparskyEX "Kiparsky" to replace 'proportional' analogy with 'optimization'EX "optimization does not replace analogy".
Finally, he shows that Generative Grammar uses analogy implicitly. This meets Milner'sEX "Milner:analogy" viewpoint which I already stated above.
For Itkonen, the consequences of this rehabilitation are: 1. analogy refutes the modular conception of mind because there is not a module of language that would be encapsulated with respect to extra-linguistic reality, nor vis à vis other mental faculties, 2. analogy refutes innatenessEX "innateness:refuted by analogy", 3. he opts for an 'analogical' representationEX "representation:analogical" (à la KosslynEX "Kosslyn") of mental knowledge, against a digital representation (à la PylyshynEX "Pylyshyn", I do not support this view without however adopting Pylyshyn's thesis, cf. p. RENVOIPAGE _Ref21542607 \h 190), 4. analogy achieves the integration of the different fields of linguistics in particular between 'core linguistics' and 'cognitive semantics' because it operates on all levels of language, 5. counter to PopperEX "Popper"EX "analogy:for Popper", a reassessment is needed of the distinction between context of discovery (where analogy has a place) and context of justification (where analogy would have no place): il may be logically possible to produce something out of anything, but it is not humanly possible (this seems to me to be akin to my proximality/totality theme, cf. p RENVOIPAGE _Ref21106523 \h 211), 6. analogy has the potential to re-unite linguistics, it opens research avenues in continuity with the tradition. This concludes the article.
The theses developed by Itkonen are also mine for most of them Yet, Itkonen's model, as we saw it, makes an explicit use of lexical categories, functional categories, and constructional categories: name, subject, and other similar categoriesEX "SVO" are explicitly and literally present in the Prolog programs. This may not be a claim; as a claim, it is never explicitly made, this may be viewed only as a licence which the author took to build a model with a limited ambition. In any case, the question of the possible dissolution of the categories is never raised. This is a lag with respect to the strict exemplarismEX "exemplarism" and to the radical non-categoricityEX "non-categoricity" which are assumed in my work and will be analysed in detail below, (p. RENVOIPAGE _Ref21536692 \h 186).
NUMLGLAUTO Analogy profiles
In its various encounters, if one excepts, for aforementionned reasons, the degraded two-term "analogy" (A2), analogy always establishes a proportional ratio between four terms. However, vis à vis the usage which is made of them, these analogies have different profiles, and not all of them interest us equally. We shall examine successively i) a stylistic profile, ii) a systemic profile, iii) a 'repairing analogy' profile.
NUMLGLAUTO Stylistic or heuristic analogy (semantic and rhetorical)
It is a semantic profile, for philosophers, for scientists, for orators and cogniticians.
Induction by analogy is opposed to deduction.
Types: Aristotle, Plato, Wittgenstein, Quine, counter orators, linguists when, as anyone else, they use analogy to make something understood or as a heuristic means.
NUMLGLAUTO Systemic analogy (form-meaning pairs constituting a system)
This a linguist profileEX "analogy:systemic analogy"; the point is to indentify how ratios between forms match, or not, corresponding ratios between meanings (form-meaning correspondence).
Analogy in this profile is a corollary of paradigms: paradigms are tables of analogies. Their dimensions are grammatical categories (mostly).
Types: AristarchosEX "Aristarchos" (type of analogists) against the StoiciansEX "Stoicians" (anomalists), VarroEX "Varro", ArnauldEX "Arnauld" and Lancelot, HumboldtEX "Humboldt", the NeogrammariansEX "Neogrammarians".
If we want to be precise, 'systemic analogy' may be taken in two meanings: a) either systemic analogy holds only if the overt form manifests the systemic ratios, and then analogy is opposed to anomaly, or b) a systemic analogy is considered to hold even when the overt form does not manifest the systemic ratios, in which case analogy is simply opposed to the absence meaning ratios and to the sheer impossibility to build a meaningful table. Systemic analogy will be used in the latter meaning in Chap. 3 and on.
NUMLGLAUTO Repairing analogy
This is a profile for linguists. Repairing analogy is the diachronical process whereby an anomaly in a system (it may be the result, for example, of phonetic change), causes the creation of a new, more regular form, a "paraplasme" of the contravenient form, which will kill the latter, most often, thus blurring the relation to an etymon, or obscuring a previously observed analogy.
In this profile, analogy is also responsible for "popular etymology".
Types: Brugmann, Saussure (not excluding Saussure also speaking of analogy in profile 1), Meillet 1964/1922, Brunot (1961/1887, p. 70), DemarolleEX "Demarolle" (1990).
This analogy holds between four terms, cf. for example Saussure 1915/1970 p. 221: honor: honôrem. It is opposed to the 'transparency of the etymon' (the latter at the expense of systemic anomaly).
This analogy is a diachronic dynamics; it is grammatical:
Analogy is grammatical in nature: it supposes the consciousness and the understanding of a ratio uniting the forms between one another. Whereas the idea is nothing in the phonetic phenomenon [a phonetic change which initiated an anomaly in a paradigm], its intervention is necessary in analogy (intervention of the proportional fourth EX "proportional fourth:subordinated to the idea (Saussure)").
It is grammar "in the making". Saussure opens up a track (but does not prolong it further); the proposition here is to pursue this track and, from there, to rebuild morphological and syntactic productivity, without rules, and without categories.
NUMLGLAUTO Statics, a dynamics of change, not yet a dynamics of acts
If we want to schematize, analogy, first envisaged as static and associated with morphological paradigms, comes to be considered as a dynamics in the 19th century where it is endowed with a role in diachrony: it "repairs" anomalous paradigms, be this anomaly a result of phonetic change or have it another reason. It is a dynamics of evolution.
A different dynamics is that of the linguistic acts. In this, analogy is solicited in principle, by Bloomfield for example, without however giving birth to an explanatory, precise construction. Distributionalism proposes a systematization of analogy and broadens its scope to syntax in a first substitute of the dynamics. But it turns it down onto an alleged essentiality: it is because such thing commutes in general with such other thing, that such substitutions authorize occurential productions. Distributionalism will fail in the precise degree that should be granted to this generality.
Transformational generativism complements, improves, and further systematizes the principal components of distributionalism, to give a second substitute of the dynamics: the phrase marker and the transformation marker. This prolongs explanatory success without yet getting to grips with a dynamics of the acts. It "generates" the set of the possibles through the derivational and transformational process, which is not the dynamics of the linguistic processes and does not pretend to be. This, which is true for generativism, is also true for Optimality Theory (OT): one generates a set, a large one possibly, of 'candidate outputs', then is elected the output which best observes the constraints.
EX "dynamics"A static, declarative model (a static, declarative theory) is henceforth insufficient because it does not make enough room for occurrence contexts; these are combinatorial and the cases thus created are configurations in which so many elements may come into play that they are nor summarizable in propositions the number of which would remain practicable. So many such summaries have been attempted that, today, in order to get closer to empiry, it becomes necessary to compute the acts one by one.
This project can be seen as a fourth profile which is another linguist's profile: that of productivity up to and including syntax. It is a dynamics of acts. This project contradicts the view that restricts analogy to morphological repairing. It was formulated by Bloomfield and Householder, for example, without being developed by them. It is illustrated by Itkonen and a few more.
The present work is now about to heavily solicit analogy to rebuild with it operationally a number of linguistic dynamics. It will always be analogy between four terms, that called "A4" above (X is to Y as A is to B) and not its degraded variety, the one called "A2" (X is like Y).
I shall adopt a symbolic notation which is common in studies in analogy and which I already used at places above. With this notation, analogy: the cup is to Dionysos as the shield is to Ares. becomes: the cup : Dionysos :: the shield : Ares.

Chapter NUMLGLAUTO Model of linguistic knowledge, model of the dynamics of acts

The grammatical approach is upside-down as a theoretical approach (Chap. 1): it places the products of analogy (classes, rules) first and analogical processes second. It turns the linguistic discourse down to static categories which emboby an "essential" similarity: the similarity results in properties which would be inherent to language objects themselves. Because of that, the grammatical viewpoint is not in a good position to account for the infinite variety of linguistic acts.
It is more promising to restaure analogy in its duality, as a statics, and as a dynamics, with a solidarity between both. This leads to address linguistic acts first and to take consideration of the linguistic subject (the speaker) in which they take place.
Chap. 1 also showed that analogy holds under conditions of proximality and this theme is the second major one to take into account. Analogy and proximality both affect both the static side of the model (the inscriptions of the linguistic knowledge are analogical and proximal) and its dynamic side (linguistic processes are analogical and proximal).
Chap. 2 recalled in the history of the linguistic thought a few moments concerned with analogy which justify the reasonings of Chap. 1; it was shown that if the dynamics of language change has been well described with analogy, the analogical dynamics of the acts has hardly been postulated.
Analogy is thus doubly ambiguous. First it is static and dynamic: beside a Platonician analogy (between some terms, analogical ratios are to be found) we now have to envisage a dynamic one (analogy motivates new forms and facts on the base of older ones). Secondly, analogy is also ambiguous because it underdetermines the ratios between its terms (it 'elides' the predicates) and it underdetermines the motivation of new facts on the basis of old ones (novelties are linked to precedents by the relation of necessity). Contrasting with theories which put all their effort in desperately striving to make these predicates explicit and would like to view motivation as necessary, this thesis accepts this double ambiguity and takes account of it the best possible way.
This chapter, which constitutes the center of this work:
details the conditions of the enterprise by resuming, detailing and complementing the themes of Chap. 1, and by defining the conditions of a dynamic, concrete model; then it
defines the model under its static side and under its dynamic side.
The definition keeps elided several details, which are provided in the appendices, in order to show sooner the application of the model to structural productivity (Chap. 4), then to systemic productivity (Chap. 5), in order also to show the reconstruction in the model of some notions of grammar (Chap. 6).
NUMLGLAUTO Towards a concrete model
NUMLGLAUTO Language, linguistic knowledge, joining statics and dynamics
Chap. 1 provided a first definition of the object: the object is not language in general; neither is it French, Swedish, Wolof, etc. which are a matter as much for sociology and history as they are for linguistics. The object is centered on the individual speaker which leaves open the possibility to envisage assemblies of speakers and occasions of interlocution between them, but the model of the latter does not assume a central quasi-normative object (that French, Swedish, Wolof, etc. would be).
However, having identified the speaker as a focal object, two distinct attitudes are still possible. They will be named 'disjunctive' and 'conjunctive' for clarity.
The first one, disjunctive, is that of generativism. This theory names I-languageEX "I-language", whatever is held to account for the status in which a speaker currently happens to be, linguistically speaking, at this moment of his history; and in the same movement, it assigns to this I-language, as a theoretical postulation, the mission of "generating the infinitely many expressions" of which the subject is assumed to be capable; that is, to define in a static way what previous states of the theory called the speaker's 'competence'. It is a 'procedure' which has exactly that purpose. This procedure is not a dynamics, it does not aim to say anything particular about the dynamics of emission or reception. Being procedural, it looks dynamic, but we must not be mistaken: it is a means to state statically the closure of the possible in the language, and this cannot be done practically by simply using propositions. I call 'disjunctive' this approach because it disjoins the characterization of the possible in a language from the language dynamics; it makes it a prerequisite and a separate enterprise.
The second attitude to approach linguistic manifestations in their phenomenology is that defended in this work; it is 'conjunctive' in the sense that, in order to linguistically characterize the speaker, one acknowledges the dynamics from the start. One does not seek a previous and separate characterization of grammaticality or acceptability. One does not try to circumscribe a constituted, static knowledge (even cast into a generative 'process') by dissociating it from its mobilization in emission, in reception, and in the dynamics of language learning. In other words there is no trying to make a grammar, no need to separate langue and parole, competence and performance.
The conjunctive approach is desirable for the following reasons :
An approach of the effects of the dynamics which is static only is deemed an impoverishment because it encompasses a loss of adequacy and makes the task more complex.
The static description of the effects of the dynamics does not help to elucidate their mechanism.
Nothing proves the feasibility of the definition of the closure of an I-language.
We should not ask such question as "what should a language be in order to be learnable" as long as it is not established that what the speaker learns is a language. Now a speaker does not learn a language, he/she learns how to speak which is not the same thing.
It is conjectured that mental processes are dependent on conditions and phenomena of "access", they also benefit from them, and they can be fully understood with them only. Now a theory which is static only, cannot take accesses into account.
Many complexities are daughters of disjunction. Conjoining statics and dynamics should yield something simpler.
It is appropriate now to prevent a possible misunderstanding. In the remainder of this chapter, I shall define the static side of the model (it will be called 'plexus'); a plexus is static and could be understood as the linguistic knowledge; however, it is not the analog of the I-language of the Minimalist ProgrammeEX "Minimalist Programme" which, on its own, is supposed to characterize the speaker linguistically. A plexus does not achieve that on its own; without the dynamics it has no identifiable import at all, and cannot be validated of falsified. A plexus only acquires the value that the dynamics confer to it. It would therefore be erroneous to view a plexus alone as the linguistic knowledge of a speaker.
The conjunctive approach then ceases to attribute a focal and antecedent status to a 'language', even understood as a speaker's own or internal language. What is done is no longer a grammar. However, this route does not invalidate another scientific effort (a disjunctive approach) which takes a language as its object; it remains legitimate and may produce interesting generalizations and propositions out of reach of the conjunctive appoach; but it cannot be expected to much help in establishing the operative causal chains of the linguistic phenomena. This will be addressed further in the conclusions.
NUMLGLAUTO Refusal of abstractions, occurrences, exemplars
The more we study language, the more we get penetrated by the fact that everything in language is history, that is, it is an object for historical analysis, and not for abstract analysis, that it is made up of facts, and not of laws, that all which seems organic in language is actually contingent and completely accidental. SaussureEX "Saussure" 2002, p. 149 (1st conf., Univ. of Geneva, 1891).
[] a world of signs which undergoed a mutation in the Renaissance and has been turned into a world occupied by particular, isolated facts, which may yet serve as positive evidence of future particular facts. HackingEX "Hacking" 1975/2002, p. 22.
Abstractions being refuted (Chap. 1) and analogy taking place between concrete terms, linguistic knowledge must have concrete inscriptions as its basis. Ideally (this work does not reach this ideal), one should understand "concrete" to mean occurrences that are dated and attached to the situational context in which they happen. The conjecture is that the ultimate understanding of the mechanisms of meaning require to take things up to that point.
This ambition in principle is, within this thesis, restricted to exemplars. Exemplars are units of the linguistic form which are detached from a situational context, but which are attached to a formal context (in French, some say 'cotexte' in this case). About exemplars vs. occurrences, please cf. p. RENVOIPAGE _Ref28491049 \h 210. The clause above, specifying that the contexts to which exemplars are attached are restricted to be formal, is bound to be released with the introduction of private terms which is planned for future.
The exemplarity of the inscriptions prescribes that the linguistic units have a value exactly for themselves and through the exemplarist ratios which they establish with one another. The occurrences (they are contextualized though) of linguistic units in the analogies serve the linguistic dynamics without having to be relayed by any categorical abstraction, descriptive rule or operative rule. The model encompasses no class, it is entirely flat.
The exemplarity of the inscriptions goes along with the exemplarity of the processes : the assessment of similarity, that is, the calling up of terms similar to a given one, is carried out on demand, guided and commanded by the exemplarist terms involved in a defined linguistic act. Then, names and verbs not being reified, the categorical status of Fr. rire, as a name or as an infinitive, because it remains descriptively unsettled, does not become an obstacle to productivity.
Such radical non-categoricity is adopted as a research posture; the point is to see up to where it can be sustained. It is tempered by the conjecture that, between a model with abstractions, and one which is completely flat, without abstractions, as that of this thesis, the neurons implement something intermediate (cf. p. RENVOIPAGE _Ref28051031 \h 266).
The model being strictly concrete, this incurs a particular requiremnt on its design: it has to be integrative. Each of the base inscriptions being less powerful than are categories and rules, their number has to be larger than in a model comprising a lexicon with categories and containing rules. Let us se now why exemplars have to be sparse and heterogeneous.
NUMLGLAUTO Integrating sparse, heterogeneous data
Speaking subjects, and the learning subjects in the first place, are not provided with data that are complete or homogeneous. They have all the time to integrate data that are sparse and heterogeneous.
The idea of sparse data amounts to considering that the data which are available are incomplete in the space which would be that of their totality this theme of totality will be reviewed and criticized below (p. RENVOIPAGE _Ref21106523 \h 211) and I will show how it comes with theories that are categorial and regularist. A space, in a usage of this word which is certainly metaphorical, is supposed, and the available data populate it partially only. For example, the complete paradigm of the French verb may consist of 500 000 forms if one builds it systematically, and the availability is restricted to five thousand of these.
In addition, these data are heterogeneousEX "heterogeneous data" if they do not appear uniform along any particular criterion, if they do not appear as classified of systematized. For example, for one verb, forms are available at a given tense for all persons; for another verb, forms are available at the third person singular in several tenses. Here, the readers complicity is requested for the usage of verb, 'tense, and person: this saves us forty lines of exemplars remember Householder supra which are rewarding neither to write nor to read, but it must remain clear that these words of metalanguage are foreign to the proposed model.
The insistence on integrating sparse, heterogeneous data is rooted in the fact that the speaking subject, when he learns, but also when he operates, does not have the option, he must do with sparse and heterogeneous data. Experience never shows up as a methodic teacher and one must always do with the availabilities, fragmentary as they may be. The subject must be efficient without a complete system, with at best some systematizations here and there, partial and contingent. A conjecture goes even further : the systematization of experience always remains marked with exemplarism, it never really substitute exemplars and occurrences with abstractions. Abstractions may come later, at another time, that of conscious elaboration, of reflexive work, and of science, but abstractions are not a prerequisite for the subject to become linguistically productive.
Things being so, efficiency and productivity require integrative mechanisms that potentiate sparse and heterogeneous data despite their sparsity and their heterogeneity. Various data, each with little individual consequence must be made to play together in multiple ways yielding joined effects which acquire more interest. The model must show how potentialization happens.
NUMLGLAUTO From categories to similarity
Categories not being reified, the question arises of what will replace them, which leads us to the antecedent question of why we had categories. They were used for ruling the possibilities of legal, grammatical assemblies in a language. This in general, in bounding by propositions (or by derivations and transformations) the possible in a language, that is, competence. The present work modifies that aim: it is not the bounding in general of the possible in a language which is sought, but rather, as will be shown in detail below, how one or a few of the available precedents can be picked up to motivate a new form. This happens occurrence per occurrence, the base of this picking up is similarity, and its principle is an abductive heuristics.
The productive dynamics is supported by a heuristic computation which encompasses a) suggestions of similarity and b) settlings which are assessments of coincidences (among the suggested similarities some are felicitous and some other ones are not). The abductive dynamics thus repeatedly poses questions of similarity.
But was not the logic of categories already a logic of similarity; are we really making a progress? We are, because while the categories are an attempt to apprehend similarity in general and a priori, it now suffices to apprehend it occurrentially and therefore in concrete cases. Similarity itself becomes exemplarist. The categories disappear, even refitted as categorial lattices with multiple inheritance (construction grammars, Fillmore, Goldberg, Jackendoff, etc.) since the questions to which they answered in general and a priori, can now be posed occurrentially.
Apprehending similarity in general and a priori poses the question of the closure within which similarity is to be defined. In general for sure but a generality of what perimeter? The question is inescapable as the perimeter cannot encompass all languages, all the states of a same language, all idiolects, all the variation. The answers are varied. For a generativist, this closure is a language (an I-language). How is it defined? One introspects onseself and the judgments coincide or vary, compromising then the agreement about the I-languageEX "I-language" of which an account is sought. For a corpus linguist, this closure is a corpus. What is its content? It depends on the aim that is pursued. Please remember the finding of corpus linguists that the grammar extracted from a corpus degrades when the size and variation of the corpus increase (cf. p. RENVOIPAGE _Ref21089947 \h 253) and so does polysemy. Inconveniences that one tries to keep within bounds by associating textual productions to a notion of textual genre. Here, the domain within which similarity is defined is the linguistic knowledge of a single speaker, this is a first upper bound of its scope, we shall see another one.
The item for which similar ones are wanted may be a term: a term being given, find another one or a few other ones which are similar. We shall see that this argument may also this is better be a pair of terms. The difference between both cases is important because it is a question of precision of the device; it will be explained in due time.
"Similarity" still remains very loose: two terms (even two pairs of terms) may have different titles of similarity. Below we shall see what dispositions apply to help separating different titles of similarity, still without reifying categories.
Similarity can be envisaged statically: how does one know that exemplars are similar or not, disregarding time and context? We shall see that this question has no true answer in the model but it is not really relevant in it : decontextualized inscriptions are impossible in it and the dynamics do not require them.
Or similarity may be envisaged dynamically: in the course of an act, with the concrete and instantaneous determinations attached to it, with the precise aim of the process or sub-process in question, what exemplars have in the past, at the same position as the current argument, contributed with most success to an already acomplished act. This will be implemented below (p. RENVOIPAGE _Ref42602626 \h 95) by a mechanism called 'similarity suggestion'. All suggestions thus made are not good finally, suggestion is followed by a complementary mechanism: settling.
The suggestion mechanism is based on the fact that, in linguistic knowledge, some inscriptions are proximal to one another and some other ones are less, which guides the mechanism in the suggestions it makes. Proximality, already acknowledged as a necessity in the introduction, will be defined below within the modeling apparatus which it serves.
NUMLGLAUTO A speakers linguistic knowledge as a plexus
NUMLGLAUTO Static model and dynamic model
In linguistics, manifestations of contingency of all sorts, and showing up everywhere, suggest that 'language objects', ultimately have value only by their use in the dynamics. This idea extends to questioning their very 'existence'; it even questions the legitimacy of postulating them as monadic, static beings that would be antecedent to the dynamics which they are expected to support. This is a strong push to look for a model which would intimately integrate statics and dynamics.
However, to proceed in this direction, intellectual landmarks and generic models are lacking. In linguistics but also in other fields, let alone quantum physics, theories and models always separate a static vision and a dynamic one.
Artificial intelligence was, in the 1970s, a place for a debate to decide whether we should or not
encode the utilization of knowledge [procedural representation] rather than the knowledge itself [declarative representation]. The debate was concluded in favour of a declarative representation. This was because a procedure presents the inconvenience that it mixes up that which is general (the inferential algorithmics) with that which is specific to the represented knowledge, whence a loss of readability and increased difficulties in the tests and in the ensuing modifications.
Moreover, in linguistics particularly, something common must be available to serve acts of emission and acts of reception: the utterable and the receivable entertain a strong coupling, even if their domains do not coincide. The model must therefore be 'bidirectional', something is needed which is not entirely committed with the dynamics of emission nor with that of reception. This necessary lag with each of the two dynamics leads to accept a central object which can only be static.
Finally, for learning dynamics, it is hard to adopt a model differing from a succession of states between which the transitions that constitue the linguistic events modify the previous state, giving the successor state.
So for three reasons, the proposed model makes a separation between statics and dynamics, which is considered as a second best option, as a theoretical tier with some potential for improvement in this respect. The overall model thus postulates a static model and a dynamic model; they have many relations and interdependencies but are nevertheless distinct: one could be replaced while conserving the other.
This statics-dynamics separation notwithstanding, the vision of the 'language objects' is stille highly affected: the assumption of the vacuity of the terms (infra) represents a significant step in the direction of a possible merging because, the static knowledge being much leaned, dynamics are called in to reveal what other analyses would take as 'properties' of the terms.
NUMLGLAUTO The plexus is the static side of a speakers knowledge
The static knowledge compensates the vacuity of the terms by rich exemplarist relations or rather copositionings between the terms; this makes the static knowledge a network. It receives the name plexusEX "plexus:definition" to stress its meshing.
A plexus is a model which approximates the static side of the linguistic knowledge of a speaker under the assumption of radical non-categoricity. It is constituted of exemplarist inscriptions, the meshing of which makes them something very different from a lexicon. It is not more a semantic network : a semantic network encompasses essential properties attached to its nodes and the nodes have relations among them. In a plexus, as we shall see, terms are empty and what structures them are not relations but copositionings.
A plexus is an indirect observable: it has value through its consequences only, when used by the dynamics.
NUMLGLAUTO Mode of constitution of a plexus
A plexus is not straightforwardly available anywhere. A structure of copositionings does not present itself as a given. Against the project HarrisseanEX "Harris (Zellig)" for example to have a grammar emerge from a corpus without calling on subjectivity, a plexus cannot (currently and perhaps for some time) be usefully obtained from a corpus, principally because meaning is difficult to apprehend in a corpus, but there are other reasons, the complete argument is made p. RENVOIPAGE _Ref21089947 \h 253.
A plexus may be elaborated, tested, improved, and finally validated by a human author (the 'descriptor') who introduces in it his own sensitivity as a subject of the language or the sensitivity which he thinks to be that of informants for example.
There is no other discovery procedure. The approach is similar to that of a descriptor of a language unknown to him and remote from his own: collecting 'facts' is easy, but it is not simple to decide what constitutes a fact or motivates its pertinence. The difficulty comes then, in knowing what constrasts between what facts are granted what role in the elaboration.
On this question, the initial position is not different from that of the generativists: introspection (of oneself or of an informant) is what provides judgments. The difference is that the process does not produce the same final output.
Much in the same way as the description of an unknown language or as the making of a generative grammar, the elaboration of a plexus is exposed to the risk of preconceptions which a subsequent validation, if well conducted, may reveal and incite to correct.
The approach is supported by a computer implementation which is indispensable. For a generative grammar consisting of thirty categories and fourty derivational rules, manual prooftests can be envisaged. Manual prooftesting is still possible, but harder, in a model like HPSG. But for a large set of meshed exemplars like a plexus, this is not any more possible at all. Even less of it that, the 'properties' of the terms not being reified and being only revealed by the dynamics through indirect effects, the production of the smallest result involves inscriptions and elementary computation steps by hundreds. The computer implementation is thus indispensable to the dynamic validation of the model, but it also assists in the already heavy task of just writing the plexus. It does so by facilitating the inspection of its content in such or such domain, by exerting formal correctness and coherence conditions, etc.
The burden of plexus writing leads to the idea that, from an initial state which would be built manually, the plexus might complement and improve itself by self-analysis. This would leverage its productive power. The question is mentionned here because it is important but cannot yet be developed, cf. p. RENVOIPAGE _Ref15909864 \h 256.
NUMLGLAUTO French plexus, English plexus
The computation examples which are about to be produced in this work are based on a French plexus (this is simpler for a French author and French readers) and on an English one (for particularities of English such as the ditransitive construction or the construction with postponed preposition). The English plexus is a small sample of language and the French one is larger (about 2000 terms). Other tests were made on Basque and Japanese but, up the point where they were taken, they have not brought up anything that could not be shown with a language more familiar to most readers, so they will not be used in the text. More details of this sort are provided p. RENVOIPAGE _Ref44474068 \h 308.
NUMLGLAUTO 'Inscriptions', not 'representations'
EX "representation:prefer 'inscription'"When defining a linguistic plexus, the matter at stake is indeed 'representation' as it is presented in the theory of knowledge and subsequently in cognitive science, the representation which is deemed to be at the heart of cognitive science. The question of representation is central in cognitive science in general and in linguistics in particular.
The word 'representation' itself has the important inconvenience of sounding transitive: it suggests the representation of something. Something to be represented would impose itself by its evidence and the duty would be to represent it. In case of a problem, the representation would be imperfect, one would be led to refine and adjust it, but the thing to be represented would conserve its obviousness and stay untouched.
The debate is not the philosophical one between realism and nominalism; it opposes representationalism to non-representationalism. Between high-level observables and physiology, representationalism postulates, a 'representation level' which explains the observables. Some authors think in addition that the representations of this level should some day be explained by physiology, but the latter ambition is not deemed necessary by all. On the contrary, non-representationalism negates a representation level. The representationalist position is majoritary and old. Non-representationalism is minoritary and more recent (it was Wittgensteins position though), but it is embodied by scarce attempts only and representationalism turns out very difficult to overcome.
Note that in linguistics the point is even more critical: if the correspondence between 'representations' and their alleged objects is here as great a question as in any other field, the status of objects is in linguistics still much less assured; this is even truer if one accepts that metalaguage should be expelled.
When trying not to incur the connotation 'representation of something', it cannot be proposed to simply evacuate 'representations' which would amount to a caricature of behaviorism: the subjects history must leave some trace to be reused to make for novelty, some intermediary is indispensable between the stimulus and the response. The hope is that it is possible to say something about it without delving down into the physico-chemical level; a certain amount of mentalism is necessary. This hope may be vain ultimately, but approximations are possible.
'Inscription' sounds better than 'representation' because it is less transitive. With 'inscription', the push to wonder "inscription of what" is lesser. Therefore I shall write 'inscription' and not 'representation'.
Inscriptions are not countable and must not be viewed as monadic entities. It is not possible to just add one or to just delete one because of their inherently meshed character, which is a corollary of the impossibility to make decontextualized inscriptions (cf. p. RENVOIPAGE _Ref44974888 \h 77). Rigorously then, 'inscription' should be made a mass name EX "mass name": 'some of inscription', 'a little of inscription', 'the quantity of inscription increases'. I shall not do it but it is important to understand well what is said.
So inscriptions are made, but without considering that they 'represent' linguistic knowledge: the inscriptions are the model of (the static side of) a speaker's linguistic knowledge; they approximate it and do not represent anything. At best, they are collectively its analog in a model. This position shares something with that recently adopted by Jackendoff. About the following statement by Chomsky:
A child who has learned a language has developed an internal representation of a system of rules that determine how sentences have to be formed, used, and understood.
Jackendoff writes:
Chomsky's phrase "has developed an internal representation of a system of rules" is better expressed as "has internally developed a system of rules". The rules are not represented in the learner's mind. They are just there.
But of course, it is not of rules that I say that "they are just there" (and not represented), but of terms, of analogies, and of the links among them. They are simply inscribed in the plexus and do not 'represent' anything else than themselves. These inscriptions are not to be judged whether they are or not adequate to represent their supposed 'objects' but whether the dynamics they support are productive in the way human speakers are.
From now on, but for quotations, the word "representation" will not appear in the text.
NUMLGLAUTO Anatomy of analogy
NUMLGLAUTO Three classes of analogy
Aristotle's analogy cup : Dionysos :: shield : Ares, Varo's morphological analogy, and the analogy postulated by Bloomfield as the base of syntactic productivity, all three establish similarities of differences between four terms but they do not do that exactly in the same manner. The table below proposes the definition of three classes of analogy. The three classes command the static treatment and the dynamic treatment of analogy in the model. Below (p. RENVOIPAGE _Ref43618611 \h 67), the table will be complemented by the modes of inscription in the plexus, then (p. RENVOIPAGE _Ref43618753 \h 88) by the abductive movements which apply to each class.

ClassSystemic non structural analogy (class A)Structural non systemic analogy(class C)Structural and systemic analogy(class AC)Examplesla : le :: une : un

soigneux : avec soin ::rapide : vite
happiness : happy ::beauty : beautifulun : un soir :: le : le jour
soir : un soir :: jour : le jourélu : élue :: maître : maîtresse
lawful : unlawful ::honest : dishonest
un : unlawful ::dis : dishonestPlace in grammarsParadigms without overt manifestationSyntaxParadigms withovert manifestationTable SEQ dddd \* ARABE 3 Three classes of analogies
NUMLGLAUTO Class A, systemic analogy
Class AEX "analogy:class A" (A as analogy) is systemic non structural analogyEX "analogy:systemic analogy". Systemic analogy sanctions a similarity of differences between four terms (it being visible in the form or not).
This supposes between the pairs, a similarity of meaning ratios. The formula A : B :: C : D in which a similarity of meaning ratios does not hold is not an analogy.
'Meaning ratio' does not subsume the notion 'meaning'. 'Similarity of meaning ratios' does not even subsume the notion 'meaning ratio'. This model posits 'similarity of meaning ratios', it does not posit 'meaning' or 'meaning ratio'.
This leads to a new aspect of the notion of contextuality (cf. p. RENVOIPAGE _Ref44974888 \h 77) which, in turn, can reassure us about the clause "a systemic analogy assumes a similarity of meaning ratios between its pairs". One might in effect object as follows: what about polysemy and ambiguity, if one of the terms A, B, C or D has several meanings (this is the general case if we comprise extensions and metaphorical meanings) a systemic analogy may hold for some of the meanings and not for all of them. We need to understand that a systemic analogy most often selects some of the meanings, extensions or acceptations. More seldom can it cope with several of them; this is rare because seldom do four terms together have comptatible extensions or metaphorical uses (that is, extensions or uses which may get involved by four in an analogy). All this explanation is made in using the words "meaning", "proper meaning", "extension", etc. althought they do not belong to the model and their usefulmess will be firmly denied (infra) but I find no other way to do, this is our shared culture, and even those of us who put these notions into doubt understand what is meant. Only when the model will be complemented in the direction of meaning, will it be possible to write more rigorously and more clearly. In the meantime, it is not possible either to say nothing, because an analogy which would be formal only has no interest in linguistics, it has only that of being available to lend itself to a game of meaning if speakers eventually start playing such a game.
Systemic analogy, as just defined, plays an important role in the explanation of "systemic:productivity" and in the learnability of pluridimensional systems (Chap. 5).
NUMLGLAUTO Class C, structural analogy
Class CEX "analogy:class C" (C as concatenative construction) is structural analogyEX "analogy:structural analogy". Structural analogy is a structural mapping between parts of a whole and parts of another whole, such that the part-whole relations are perceived as the same in both cases. It is indeed the mapping of parts and so the formula below:
un : un soir :: le : le jour
has to be understood as an ellipsis of:
un (as a part of un soir) : un soir :: le (as a part of le jour) : le jour
and not as:
un (generally) : un soir :: le (generally) : le jour.
The terms play analogically as parts, and not for themselves.
Structural analogy thus subsumes a merology. For linguistic form, it supposes a segmentation. This does not incur the assumption of constituency, that is, the assumption of constituents that would be univocal or essential: constituents are constituents only because they result of a segmentation on this occasion (and perhaps a few other ones) but, i) for a given form, several segmentations are concurrently possible in a same occasion, and ii) a same form may lend itself to different segmentations in different occasions (cf. p. RENVOIPAGE _Ref43617692 \h 200) even if, most often, a form will be segmented in one way only.
To denote the ratio between un soir and le jour, the abbridged formula below will also be used:
un + soir = un soir :: le + jour = le jour.
or, even more briefly:
un + soir :: le + jour.
In this formula, the + sign is concatenation as far as linguistic form is concerned, but it can be interpreted differently depending on the type of merology in question:
planets + sun = solar system :: electrons + kernel = atom.
Structural analogyEX "analogy:structural analogy" is not limited to two constituents, in an appendix, can be found a statement of reasons not to limit oneself to binary assemblies.
Between its left part and its right part, a structural analogy assumes a ratio of meaning. Thus:
John + is + easy to please :: John + is + eager to please
is not an analogy. This particular case will be heavily solicited below
Likewise:
Gaule + isme = gaullisme :: France + isme = franquisme
is not an analogy (even morpho-phonology let alone). It is a mapping which is formal only, similar to one which initiates popular etymology or reanalysis, but it does not suffice. A reanalysis succeeds because it goes along with a constitutable meaning, compatible with the preceding one, or with only a small difference. In the example gaullisme-franquisme, the subject who would be ignorant of politics and would ignore who de Gaulle and Franco were, cannot, with the proposed analysis schema, proceed meaningfully, if he knows for example that Franquism is related with Spain.
NUMLGLAUTO Class AC, structural and systemic analogy
Class ACEX "analogy:class AC" is the case of analogies which are structural and systemic. A structural and systemic analogy is a structural analogy such that, between the pair consisting of the assemblies, and one of the pairs consisting of homomog parts, a systemic analogyEX "analogy:systemic analogy" holds.
NUMLGLAUTO Tenor, vehicle, analogy orientation
When he defines analogy (supra, Chap. 2, p. RENVOIPAGE _Ref38075432 \h 25) Aristotle calls the second pair the vehicleEX "vehicle". In analogy X : Y :: A : B, the second pair, A : B, is the vehicle. Later, the first pair will be called the tenor EX "tenor" . Vehicle and tenor cannot be exchanged in general: the vehicle must be more familiar. This is set by AristotleEX "Aristotle:metaphor" as a condition bearing on a metaphorEX "metaphor" and it bears consequently also on the underlying analogy EX "analogy:underlying a metaphor" .
In this model, analogy orientation amount to this: does the given of X : Y :: A : B authorize A : B :: X : Y? If both pairs have equal familiarity, the answer is yes. Otherwise, the transposition is not cognitively founded ant it should not happen.
The model recognizes analogy orientation and grants it a great cognitive significance with consequences in the statics and in the dynamics. It does so through what will be called below "familiarity orientation"EX "familiarity orientation;disymmetry between vehicle and tenor". Section RENV _Ref43085516 \h \* FUSIONFORMAT 12.8. Familiarity orientation is entirely dedicated to this subject.
NUMLGLAUTO Analogy "elides the predicate"
Analogy maps onto each other the vehicle and the tenor, and so does it for their respective terms, regardless of the predicate which would apply between. The cup is to Dionysos as the shield is to Ares. What is the shield to Ares? attribute? substitute? representant? symbol? sign? This remains undecided: analogy elides the predicateEX "analogy:elides the predicate". In fact, it simply omits to require it. Accepting an analogy is accepting this: the predicate which holds between the terms of the tenor and that which holds between the terms of the vehicle are the same. Nothing more is assumed; this similarity holds whatever this predicate. Its essence EX "essence" , its nature, its properties, etc. nothing of all this is necessary; the analogy may be good, operative, productive, without the subjects having to specify the predicate.
The elision of the predicate is the limit of analogy. Douay reminds us an example used by PerelmanEX "Perelman" and taken from Aristotle. IphicratesEX "Iphicrates", asked to compel to the liturgies his son, who was young but tall for his age, answered this:
If we take tall children to be men, then we should decree that small men are children.
Iphicrates reveals the paralogismEX "paralogism" which sustained the argument of his opponents and which is an analogy, but a false one EX "analogy:false" :
tall : small :: adult : child
by differentiating the category of age and the category of size. Age and size thenceforth categorically differentiated, it becomes possible to make propositions about one or about the other and a choice must be made. This enables the foundation of a legal point in the situation in which Iphicrates had to respond.
The same movement that helps him to convince his opponents also founds a certain rationalityEX "rationnal thought": it is a categorization of similarity and of difference comparable to this one which structures generalizations about sense data and gives a foundation to scientific rationality. This movement however does not appear (cf. Chapter 1) to provide the foundation we need to understand linguistic dynamics.
In any case, the limit of analogy which has just been illustrated was the cause of its disrepute in the âge classique then till the mid twentieth century, we saw this above. However, if the omission of the predicate is the limit of analogy, it is also its power and its flexibilityEX "analogy:limited because powerful"EX "analogy:powerful because limited":
Nothing is, or at least, nothing is absolutely (in the linguistic domain). No term, assuming it is perfectly right, is applicable beyond a certain sphere. The elementary form of the judgment: "this is that" opens immediately the door to a thousand contestations, because one needs to say in the name of what one distinguishes and binds "this" or "that", no object being naturally bounded or given with evidence. SaussureEX "Saussure:relativism" 2002, p. 81.
They are not indeed. It is possible to eschew this inability of equativityEX "equativity" and it is less risky to say:
This is to that is as this other one is to that other one.
Most of the time this suffices .
NUMLGLAUTO Determination of the analogical ratio
NUMLGLAUTO Quasi-bijectivity, three terms must roughly determine the fourth one
Analogy is intermediary between full equivocity and univocity. CaietanoEX "Caietano" 1498/1987, p. 122.
A proposition of type "X is to Y as A is to B" is not interesting if many Xi may be substituted to X. For example:
red is to adjective as house is to noun
is probably not false: both pairs are in the ratio instance to lexical class, so that it is not absurd to bring them together; a 'similarity of differences' does occur. However, it is not a very interesting one; adjective, house and noun given together do not determine red sufficiently, pleasant, fast, and hundreds of other ones would suit as well.
At the other end, asking a question like "wat X is to Y as A is to B" is not interesting either, if one cannot conceive of a possible X. Examples:
What is to man as red is to freedom?What is to Paris as China is to Stockholm?What is to football as the future is to the unknown?
In none of these three cases may one answer, whichever way one tries to understand them. Thus an analogyEX "analogy:three terms determine le 4th" is interesting only if the fourth term is determined by the three other ones. There must not be no asnwer, there must not be too many; but thee may be more than one:
In French, what X is to soigneux as vite is to rapide?
Two answers are possible: soigneusement (carefully) and avec soin (with care). Each of them makes a very acceptable analogy.
In sum, an analogy is acceptable if it is bijective or close to bijectionEX "bijection". The term "bijective" is used although it is improper in part. Properly, an application between two sets is bijective if it makes a one-to-one mapping between them. An application involves one term with one term, now all the effort here aims precisely at criticizing the one-to-one approach to favour alternately a several-to-several approach. In spite of this, the term "bijective" is kept rather than creating a new one.
The bijectivity of analogies incurs that the "paradigms" which are about to be defined will have to be bijective or quasi-bijective if we want them to fairly account for analogies. The question will become sensitive in the constructional paradigms (below): all constructional paradigms do not encompass quasi-bijectivity, therefore, not all of them are analogy-bearing.
The criterion of quasi-bijectivity appears to be very efficient. Please refer to section RENV _Ref21088939 \h \* FUSIONFORMAT 13.4. Abductive movement by transposition (p. RENVOIPAGE _Ref21088939 \h 319), for the case of an analogy which is surprising at firt sight but in which binuivocity does show however. Even if a speaker may hesitate in accepting analogies of that sort externally, when they are used as a step in a computation, they operate perfectly because they are bijective.
NUMLGLAUTO Taken alone, a pair does not determine the analogical ratio
It may happen that, starting from a same pair (suis : serais in the following example) it is possible to develop several different analogiesEX "analogy:not determined by a pair alone", that is, several different paradigms.
constancy and variation between pairs analogies / paradigmsmodeverbal basetensepersonsuis : serais ::es : serais ::est : serait ::sommes : serions ::êtes : seriez ::sont : seraientconstant(indicative : conditional)constant(être)constant(present)variablesuis : serais ::ai été : aurais étéconstant(être)variableconstant(1S)suis : serais ::ai : aurais ::vais : irais ::crois : croirais ::etc.variableconstant(present)constant(1S)Table SEQ dddd \* ARABE 4 Several analogies for a same pair
The table avove, for several such paradigms, displays the elements that remain constant and those that vary when moving from one pair to another.
Beside the verbal paradigms of indo-europeanEX "indo-european verbal paradigms" languages, agglutinative morphologies EX "morphology:agglutinative" produce phenomena of that sort. In the former ones (integrativeEX "integrative morphology") all dimensions are marked by a single morpheme while in the latter (agglutinativeEX "agglutinative morphology") each dimension is marked by a separate morpheme. In this, both systems differ, but they are similar in the fact that they are both pluridimensionalEX "pluridimensional". The condition for such tables to be possible is for the system to be pluridimensional.
In other words, a pair of terms like suis : serais does not suffice to determine what will be constant and what will vary; it does not suffice to determine the analogical ratio that commands how the rest of the paradigm can develop.
On the example above, a third term suffices to complete the determination so that i) the (proportional) fourthEX "proportional fourth:determined" is determined, and ii) this same logic, henceforth established, becomes the condition for more pairs to be admitted in the paradigm.
Still, a third term is not always enough to establish an analogical ratio. It is not, for example, in arithmetic analogiesEX "analogy:arithmetic"EX "arithmetic".
The pair 9 : 3 may be construed as multiplication by 3 or addition of 6.
Here, a third term X : 11 :: 9 : 3 does not determine the fourth term because this formula still may be construed as multiplication by 3 or addition of 6 and so X=33 or X=17 are possible results. Three terms in this case do not suffice to determine the ratio. It is so in arithmetics, and more generally in all ring structures in the sense of the set theory. However, this latter case will not be considered further: the model is not concerned with it in the linguistic field.
In summary, we should remember that the vehicleEX "vehicle:distinct of the analogical ratio"EX "ratio:analogical - distinct from the vehicle" (A : B) and the analogical ratio have to be kept conceptually distinct. Most often, both are identical but in systems with more than two dimensions, the vehicle alone does not determine the analogical ratio and the addition of a third term completes the determination.
NUMLGLAUTO Separate analogies do not account for the continuity of the ratio
Consider now three analogies picked up from the preceding example.
(1) suis : serais :: est : serait (2) suis : serais :: sommes : serions (3) suis : serais :: ai été : aurais été
Something specific takes place between analogies (1) and (2) which is the conservation of the analogical ratio: (indicative : conditional, constant tense, constant verbal base) whereas the grammatical person varies between pairs.
It is also the case that an analogical ratio is conserved between analogies (1) and (3) but it is not the same: (indicative : conditional, constant verbal base, constant person), the tense varying between pairs.
By simply giving analogies (1), (2) and (3) separate from each other, one does not reflect entirely the conservation of the analogical ratio. A first manner to be faithful to it consists of endowing the model with the notions: grammatical tense, mode, and person. This is not envisaged after the critique of the categories made in Chap. 1.
A more economical way to achieve it consists of linking (1) and (2) on the one hand, and (2) and (3) on the other, but in keeping (1)-(2) and (1)-(3) unlinked. This may be obtained by splitting each analogy into its constituting pairs and establishing links between the pairs
(1)-(2) suis : serais :: est : serait :: sommes :serions (1)-(3) suis : serais :: est : serait :: ai été : aurais été
Each pair is here called a recordEX "record" and each link a paradigmatic linkEX "paradigmatic link" for reasons that will soon be provided. The sets of linked pairs thus formed are called paradigmsEX "paradigm", this also will be discussed.
This way of associating together linguistic terms now faithfully reflects the conservation of the analogical ratio and will make possible the development of a computation while it does not overdo it; contrasting with categorial theories it does not overspecify.
NUMLGLAUTO Paradigms of analogies
It seems to me that all that happened for three centuries might, if one liked to, be summarized in this, that Descarte'sEX "Descartes" adventure went wrong. Something is missing in the "Discours de la Méthode". When one compares the "Regulae" with the "Géométrie", one finds that a lot is missing to it indeed. For me, here is the lack I think I find. Descartes has not found a way to prevent order, once conceived, to become a thing instead of an idea. Order becomes a thing, it seems to me, as soon as one makes of it a reality distinct from the terms that compose it, by expressing it with a sign. Now this is what algebra is, and since the beginning (since Viète). Simone WeilEX "Weil (Simone)" (Weil 1966, p. 111).
Descartes is not the first one to fall into sin: Aristotle did before, with the categories.
Arranging analogies into paradigms, so it seems, allows one to respond to Weil's request: it introduces some order without making it "a reality distinct from the terms that compose it", without "expressing it with a sign".
EX "paradigm:of analogies" For the pairs above, obtained from splitting analogies A1, A2, and A3, it becomes possible to say that they are paradigmatic if one accepts a slight extension of the sense of the term paradigm as defined by Jakobson EX "Jakobson" , who borrowed it from DonnatEX "Donnat", and since then received in structural linguisticsEX "structural linguistics". In structural linguistics, paradigmatic is opposed to syntagmatic. Here, it is opposed to something else, something which has no name and is the transition from a vehicleEX "vehicle" to a tenorEX "tenor", from one pair to another. We shall see below that extending the meaning of paradigm in this way is not too offensive: in the paradigms of exemplarist constructions that will be introduced, the opposition between paradigmatic and syntagmaticEX "syntagmatic" is back in a quite classical meaning.
Thus "paradigm" is understood here slightly differently. In stuctural linguistics, terms are not required to be associated into pairs to stand in a paradigm. Here, they are. The benefits of this requirement will be made clearer below, and when "paradigm" understood in this way will be extended to morphology and syntax, it will coincide again with the classical notion.
NUMLGLAUTO Static model: a plexus as the inscription of analogies
The three classes of analogies being established and these clarifications being made, it is now possible to propose a static model showing how to inscribe analogies in a plexus, that is, how to constitute the static side of a speaker's linguistic knowledge that may support the dynamics of linguistic acts, basing them on analogy.
NUMLGLAUTO Three classes of analogy with their method of inscription in a plexus
The table below, when first introduced p. RENVOIPAGE _Ref43618549 \h 59, defined three classes of analogies. It is now complemented with the modes of inscription in a plexus which apply to each class.

ClassSystemic non structural analogy (class A)Structural non systemic analogy(class C)Structural and systemic analogy(class AC)Examplesla : le :: une : un

soigneux : avec soin ::rapide : vite
happiness : happy ::beauty : beautifulun : un soir :: le : le jour
soir : un soir :: jour : le jourélu : élue :: maître : maîtresse
lawful : unlawful ::honest : dishonest
un : unlawful ::dis : dishonestPlace in grammarsParadigms without overt manifestationSyntaxParadigms withovert manifestationInscriptions in A-type recordsA la leA une unStructural non systemic analogy cannot be expressd in A-type recordsA élue éluA maîtresse maître
Inscriptions in C-type recordsSystemic non structural analogy cannot be expressd in C-type recordsC un+soir=un soirC le+jour=le jourC élu +e =élueC maître+sse=maîtresse A A
C un+lawful =lawfulC dis+honest =dishonest A ATable SEQ dddd \* ARABE 5 Three classes of analogy with modes of inscription in a plexus
For class A analogiesEX "analogy:class A", the mode of inscription in a plexus is A-type records. An A-type record ("A" for "class A analogy") contains a pair of terms and the inscription of an analogy involves two such records, one for each pair in the analogy. The two records are linked with a "paradigmatic link" (see below) in such a way that the convention:
A la leA une un
in the table reads: " la is to le as une is to un". The dynamics that apply to a plexus, when using the records and the links, give them precisely this meaning. The convention of A-type records therefore means that their terms are just forms they are not perceived by the model as having overt similarities (which contrasts with C-type record below) but that a link between two such records accounts for a systemic analogyEX "analogy:systemic analogy". For class C analogiesEX "analogy:class C", the mode of inscription in a plexus is C-type records. A C-type record ("C" for "concatenative construction") contains in the rightmost position a linguistic assembly and, on the left, the constituents of the assembly two only in the examples, we shall see below that there may be more. Thus, a C-type record contains an exemplarist assembly. The inscription of a structural analogyEX "analogy:structural analogy", as above for systemic analogy, consists of two such records linked together by a link.
So that the convention in the table:
C un +soir =un soir C le +jour =le jour
reads as follows:
a) un (as a part) is to un soir as le (as a part) is to le jour", b) soir (as a part) is to un soir as jour (as a part) is to le jour".
This is how the two exemplarist constuctions are similar. "Construction" is to be understood in the sense of FillmoreEX "Fillmore" (1990) or of Glodberg)EX "Goldberg" (1995). Here, similarity encompasses two aspects: i) the records are structurally (syntactically) similar, and ii) the semantic effect of the assembly is the same between two directly linked records. The model does not go beyond similarity thus defined: as the predicate between the shield and Ares was elided (cf. supra), likewise there is no attempt to make explicit the "semantism" of this syntax, no effort whatsoever to apprehend 'determination' or 'modification' with metalanguage or definitional propositions.
As for the third class of analogy, class AC, its inscription in the plexus consists of: i) modeling it as a structural-only analogy (that is, with C-type records), and then ii) writing a special mark (the A mark which is underwritten in the table) below the terms which are involved in the systemic analogy. As pointed out above, one of them is necessarily the assembly, the other one being one of he constituents (whe shall see that one constituent only can bear the A mark, otherwise the quasi-bijectivity rule which must be satisfied by an analogy to be acceptable would be infringed).
In the following example which is picked out from the above table:
C élu +-e =élue A AC maître +sse =maîtresse A A
élue is assembled as élu + -e , maître is assembled as maître + -sse, and in addition élue is to élu as maîtresse is to maître.
This modeling solution is not perfect but I have not been able to devise a modeling device which would abstract cases A and C with homogeneity and economy. At least is it functionally adequate.
The table will be complemented again below (p. RENVOIPAGE _Ref43618753 \h 88) with the abductive movements which apply to each class. Four examples are now going to be used to validate this inscription model in a variety of cases.
NUMLGLAUTO Systemic non structural analogy (A): anomalous verbs
EX "analogy:systemic analogy"The first example, in English, illustrates A class analogies (systemic, non structural analogies). The principle is that the leftmost term is a preterit and the rightmost one a past participle.
A mention like went gone is a record. Edges between records are the paradigmatic links. The group formed by the pairs went gone and took taken, and by the edge between them reads as follows: "took is to taken as went is to gone".

Figure SEQ Figure \* ARABE 1 A paradigm which is analogical only
This paradigm tells nothing else, in particular nothing about the meaning of the terms at play. It expresses nothing about the forms of the verbs which it contains in other grammatical tenses. Some such data, bearing on some of these verbs or other verbs, may be inscribed elsewhere in the plexus, in other paradigms. When they are, they are not constrained to bear on the same verbs.
A paradigm is thus the recording of analogies exactly in the sense of Aristotle.
The formula "took is to taken as went is to gone" incurs nothing particular about what "took" is to "taken"; in fact, the model says nothing about what "took" is to "taken": analogy elides the predicate (cf. supra). This is the central fact which allows one to build a model free of grammatical categories; "took is to taken as went is to gone" does not assume the category of the preterit or that of the past participle; neither does it posit the verbs take or go (which would be the "grammatical word" for other authors). Yet, "took is to taken as went is to gone" is a useable datum and its integrative utilization remains possible as this will be shown. So metalanguage is expelled because it ceases to be necesary.
Records (took, taken) and (went, gone) are proximal: as they are remote by one link only, one can be reached easily from the other; in this particular sample, motion terms are proximal. Likewise, terms concerning reading and memory are proximal; in the plexus of another speaker the configuration of proximalities might not be exactly the same. The precise disposition of records and their organization into paradigms, that is, what these records are, and the links between them, is subject to influences of various orders, notably cognitive and semantic. For example, it may reflect the subject's history and the sequence in which he learnt (cf. p. RENVOIPAGE _Ref42922818 \h 247). This is discussed again generally in an appendix (p. RENVOIPAGE _Ref43084379 \h 313). About the apparent arbitrariness attached to the detail of a plexus, see also section RENV _Ref44477047 \h \* FUSIONFORMAT 3.5.2. Determinism, idiosyncrasy, normativity (p. RENVOIPAGE _Ref44477047 \h 75).
NUMLGLAUTO Structural non systemic analogy (C): syntax
EX "analogy:structural analogy"The paradigm below bears on three-constituent structures.
It expresses that, in its six records, the construction is the same: the semantic effect of the assembly is the same between two records with a direct link (a slight drift may take place when crossing several links one after another).
One might consider that certain and sourire should have to be assembled first, and then only the result of this assembly might in turn be assembled with un.
However, le certain sourire, for example, or ton certain sourire seemed to be less likely to be produced by this speaker (he of whom this plexus is a model) although they are possible in French.
Similarly, la bonne chanson containts something that la meilleure chanson does not contain and this difference is something else than that between bonne and meilleure. Consequently, the constructions slightly differ; another paradigm which would contain la meilleure chanson and une grosse entreprise, is possible but it should stay disconnected from this one, or the linkages should be remote and weak. A speaking subject feels this sort of tiny difference when he structures the memory of his linguistic experience. Such slight differences are out of reach of category-based models. Here, proximality allows them to be accounted for easily.

Figure SEQ Figure \* ARABE 2 Structural non systemic paradigm: syntax
The assemblies are ternary in this example. A discussion of the reasons why ternary assemblies are needed is provided on p. RENVOIPAGE _Ref21089807 \h 371.
About now the precise significance of analogy in this paradigm, it is possible to say:
(a) chanson (in la bonne chanson) is to la bonne chanson as sourire (in un certain sourire) is to un certain sourire
This is a merological viewpoint, there is a structural analogyEX "analogy:structural analogy analogy", that is, a structure mapping. But one cannot say:
(b) chanson (in general) is to la bonne chanson as sourire (in general) is to un certain sourire.
Nor can this be said in selecting the first constituent or the second one. In other words, there is not in this example a systemic analogyEX "analogy:systemic analogy". This analogy is structural and non systemic.
NUMLGLAUTO Systemic and structural analogy (AC): violoniste, violoneux
To decide whether a structural analogy also comprises a systemic one, the criterion is that of bijection or quasi-bijectionEX "bijection". If a paradigm behaves as a bijective or quasi-bijective function between the assemblies (rightmost part of the records) and the terms of one of the constituent positions then, these pairs constitute systemic analogies. One can convince oneself of the validity of this criterion by checking that it holds in all the examples given so far. Bijectiviy may be not entirely strict:
Site 1 Site 2 Site 3 Site 4 C art -iste - artisteC violon -iste - violonisteC violon -eux - violoneux A A
We should accept pairs (Site 1-Site 4) as systemic analogies: what an artiste is to art, a violoneux (En. fiddler) is to violin much in the same way as a violoniste is.
In a record, if a constituent takes part in a systemic analogyEX "systemic:analogy", the other constituents cannot. One constituent only may take part in a systemic analogy with the assembly. This is a consequence of the quasi-bijection principle.
In a systemic analogy, one of the involved participants is necessarily the assembly. The other one was the first constituent in the previous example, it is the second one in the example below:
Site 1 Site 2 Site 3 Site 4 C in- correct incorrectC mal- poli malpoliC a- social asocial A A
NUMLGLAUTO Structural and (eveywhere) systemic analogy (AC): regular plural
The "analogical only" paradigm presented in the previous example features analogical ratios which are not apparent in the form. The one presented now, if it still encompasses that "cows is to cow as houses is to house", adds that cow plus -s asemble into cows.
This is what C-type records do (constructor records that assemble by concatenation).
Such a paradigm accounts for morphology. It can also account for syntax. Paradigm: a + cow :: a + town :: an + idea :: etc. relates noun phrases to their constituents: noms and defined articles.

Figure SEQ Figure \* ARABE 3 Systemic and (entirely) structural paradigm: plural with regular morphology
This model makes no criterial distinction between morphology and syntaxEX "morphology:not separated from syntax": it treats both at once with records and paradigms of the same type and the dynamics which use these record (which will be exposed below) are not morphology-specific or syntax-specific. The cohesion which is that of the "word" arises de facto as an overall effect of the abductive dynamics which apply to the plexus. For a plexus which is faithful to the linguistic knowledge of an English speaker, it just will not happen that anything may intervene between town and -s. This contributes to "define" "nouns" as cohesive with their affixes and this "definition" is pervasive and de facto in the plexus of this speaker and perhaps in that of many more with whom intercomprehensionEX "intercomprehension" obtains. It needs to be stated that this "definition" is not propositionally made anywhere in the model. The notion "word" is at best a shortcut that we, educated humans, perhaps grammarians, find sometimes useful to use.
NUMLGLAUTO Systemic and partially structural paradigm (A and AC)
All plurals do not have a formal nanifestation by suffixation and yet systemic analogyEX "analogy:systemic analogy" holds for such cases as well:
men is to man as houses is to house.
The mixed paradigmEX "paradigm:mixed" below illustrates how the model accomodates this case: C-type recordsEX "C-type record" and A-type recordsEX "A-type record" may coexist in a same paradigm, the sole condition being that, when systemic analogy applies, it applies in the entirety of the paradigm. Henceforth, in order to be rigorous, the edges of the drawings should be doubled of tripled to show the detail correspondences between the terms. The model does comprise such detail even if the drawings remain elliptic and display one line only.

Figure SEQ Figure \* ARABE 4 Systemic and partialy structural paradigm: plural with anomaly
NUMLGLAUTO Paradigmatic link
In section RENV _Ref44330658 \h \* FUSIONFORMAT 3.3.6. Paradigms of analogies (p. RENVOIPAGE _Ref44330658 \h 66) we concluded that there is a need to constitute paradigms of analogies, and the examples that have just been presented showed, according to the three classes of analogies, how this could be achieved with records and paradigmatic links between them.
A paradigmatic link is the organic device which links together two records and thus manifests the analogy that holds between their terms.
In order to manifest analogies in a plexus, another possibility would consist in the direct inscription of analogies, without splitting them into records that would have to be linked thereafter. Doing so would not make it possible to manifest the continuity of the analogical ratio, the need of which has been demonstrated supra, p. RENVOIPAGE _Ref44339046 \h 65.
On the contrary, the splitting of an analogy into two records with a link between them, leaves to each of them the possibility of being linked in turn with another record (other records) to form another analogy, the ratio of which prolongs that of the former one. This gives birth to chains of records which are the 'paradigms' of the plexus (this usage of 'paradigm' somewhat extends the classical meaning in linguistics).
A paradigmatic link may occur between two A-type records. It manifests then a systemic non-structural analogyEX "analogy:systemic analogy". It may also occur between two C-type records without A marks. It manifests then a structural non-systemic analogyEX "analogy:structural analogy". It may further occur between two C-type records with A marks. It manifests then a structural and systemic analogy. It may finally occur between an A-type record and a C-type record with A marks. In this case, it manifests a systemic analogy between the terms of the A-type record and those of the C-type record that bear the A marks.
Paradigmatic links play an important role in similarity suggestion, cf. section RENV _Ref42602626 \h \* FUSIONFORMAT 3.7.7. Similarity suggestion(p. RENVOIPAGE _Ref42602626 \h 95).
It has been mentionned before (p. RENVOIPAGE _Ref44562296 \h 62) that, in general, analogies bear an orientation: one of their pairs is more familiar than the other one and helps make it understood. The model recognizes this by providing for an orientation of the paradigmatic link. The need for orientation is first described in systemic analogies but it also applies to structural ones: an exemplarist construction may, vis-à-vis another one with which it has a structural mapping, be less familiar, less natural. It may have been learnt later, with the help of it upon its first encounter, etc. (cf. section RENV _Ref43086893 \h \* FUSIONFORMAT 12.8. Familiarity orientation, p. RENVOIPAGE _Ref43085516 \h 301).
Finally, paradigmatic links are the means whereby proximality is implemented, which is not the lesser of their roles.
NUMLGLAUTO Philosophy of the static model
NUMLGLAUTO Proximality of inscriptions
A un besoin est liée l'idée de la chose qui est propre à le soulager; à cette idée est liée celle du lieu où cette chose se rencontre; à celle-ci, celle des personnes qu'on y a vues; à cette dernière, les idées des plaisirs ou des chagrins qu'on y a reçus, et plusieurs autres. On peut même remarquer qu'à mesure que la chaîne s'étend, elle se sous-divise en different chaînons; en sorte que plus on s'éloigne du premier anneau, plus les chaînons s'y multiplient. Une première idée fondamentale est liée à deux ou trois autres; chacune de celles-ci à un égal nombre ou même un plus grand et ainsi de suite. Condillac 1973, p. 126.
In chapter 1, I suggested that, among the inscriptions of a plexus, some needed to be more proximal and other ones less; then, that proximality would react on the dynamics by modulating their cost.
Proximality implements the intuition that two pairs which constitute an analogy, when inscribed in a plexus, are inscribed close to one another since the analogy relates them in a way, and the paradigmatic link is the instrument of this linkage.
After the concreteness of the model (exemplars and occurrences, not abstractions) proximalityEX "proximality:definition" is the second corollary of the absence of rules and categories.
'Proximality' is understood in the sense that the elements of the linguistic knowledge are proximal when one can be reached easily from another. Proximality is that of the inscriptions in the first place: a record has links with a limited number of other records. In the static side of the model, it is the paradigmatic link which embodies proximality.
As inscriptions acquire value only when the dynamics grant them some value, the proximality requirement is extended to the dynamics themselves: the dynamics must be proximal, that is, short-sightedEX "dynamics:short-sighted mechanisms" even if we expect them to yield final effects which are not. The metaphor is that of hexagonal cells in a bee-hive or of the regularity in crystals: here are no general rules which would globally determine the crystall or the form of the cells, yet regularization obtains, but as a consequence, not as the operating cause. The position of the rule in the theory changes, a causal status is denied to it, it becomes an observable, moreover a contingent one.
A philosophy of proximality will be made p. RENVOIPAGE _Ref21106523 \h 211, where it will be contrasted with 'totalism' which is a defect inherent in categorial theories. Proximality allows us to overcome it. It will also be shown how it eschews 'simple associationism' latent in the quotation of Condillac above.
Proximality is one of the levers that supports the notion of cost in the model (see below the dynamic side of the model): a unitary move from an inscription to a proximal one has a low cost, a longer sequence of such moves has a higher cost.
NUMLGLAUTO Determinism, idiosyncrasy, normativity
The structure of a plexus, that is, the precise detail of inscriptions in it, poses to the reader and to the descriptor before him the question of its residual arbitrariness. 'Arbitrariness' here is not the arbitrariness of the sign (its conventionality), but rather questions like "Why inscribe this term and not this other one; for a given term, why in this record and not in another, why these particular paradigmatic links". Such questions may have occurred to the reader on the occasion of the paradigms provided as examples above. This arbitrariness is not as residual as that: when some obvious description needs have been satisfied (such term is a must, such record is obviously less familiar than such other one, etc.) a great deal of description microdecisions still remain, and have to be made with no particular reason. The descriptor then makes an arbitrary choice. Ensuing tests with the dynamics generally suggest corrections which are a way to move to a new, better motivated status of the plexus. However, even after validation and correction, the motivation is far to command the entire plexus detail and a great deal of arbitrariness remains. It is importnt not to leave it without an interpretation.
A part of the plexus arbitrariness may be put on behalf of the radical exemplarist assumption made in this research: as it is too radically poor in ist apparatus, the model is too unspecified; a less radical model (cf. p. RENVOIPAGE _Ref28051031 \h 266), but which remains to be found, would be tighter and its inscriptional detail more constrained.
INCORPORER PowerPoint.Slide.8 Figure SEQ Figure \* ARABE 5 Determinism, idiosyncrasy, normativity
I propose to see the rest of plexus arbitrariness as standing for the speaker's idiosyncrasy: a plexus, being the static side of a speaker's linguistic knowledge, bears the trace of his history, of his learning history in particular. The figure above proposes a metaphorical view of the question. It suggests that an important detail variation is damped and gives quasi-uniform linguistic outputs (they are quasi-normative), that is, the linguistic knowledge of this speaker is French, for example, with the variation across speakers which one observes among French speakers. The damping would be accounted for in general by a form of stability in complex systems and in particular by the intergrativity properties of the model defended in this dissertation (cf. section RENV _Ref21089568 \h \* FUSIONFORMAT 7.4. Integrativity, p. RENVOIPAGE _Ref21089568 \h 207 below). To put it more simply, two different plexii of French will analyse a same form about as easily (or with about equal difficulty) but each for very different detail reasons (cf. Chap. 4).
This schema reconciles three poles:
the high variation of inscriptional detail across speakers (and of the detail of the dynamics) which is assumed to reflect the idiosyncrasy of speakers and the variation of individual histories,
the quasi-uniformity of macroscopic effects and
the determinism of the neurophysiological processes which is assumed. The neurophysiological processes which support the linguistic operation have to be deterministic if we think that they belong to chemistry and therefore do not require calling on quantum mechanics; this is a conjecture.
This model contradicts the explanation of several variation effects by means of probabilities, cf. section RENV _Ref31879563 \h \* FUSIONFORMAT 7.9. Probabilistic model or dynamic model (p. RENVOIPAGE _Ref31879563 \h 224).
The three-pole model also affects the theme of portability and separation. For Putnam (1960), the fact that a same process may be run on different computers (or, more abstractly, that a Turing machine is a "logical" description which leaves undetermined its concrete form) leads to envisage mental states and mental processes that can be described separately of the nervous system. This important remark is presented as likely to solve the problem of mind and body.
It legitimates a theme which is central in cognitive science: the postulation of a representation level independent of the hardware. The three-pole model proposes a less sharp vision of this. First it does not posit an abstract object (it would be a language) which would be portable: the speaker productions are quasi-normative, they are not normative. Secondly, idiosyncrasy (bottom right pole) is both the variant result of an individual history and a dependency on the "hardware". The separation then could take place only at the expense of an abstraction (the postulation of a language) which we are trying to avoid. If one posits the possibility of a separation, one cannot provide an explanation of variation or a working explanation of learning because it cuts the model off from the concrete dynamics of the acts.
NUMLGLAUTO Contextuality and mutual contingency
Contextuality
The inscriptions in a plexus are contextual right from the start: it is not possible to make a decontextualized inscriptionEX "decontextualization" as are those in a lexicon for example.
Inscriptions are constitutionally interdependent. After reading Saussure, consequences are drawn: if signs have value only with respect to one another, then, inscriptions that would be autonomous and juxtaposable (between which "relations" would then have to be made) or lexical entries (to which "properties" would then have to be attributed) must be avoided. This puts us in a better position for terms to get their value from their "eternally negative mutual differences".
Inscriptions must be contextual because i) decontextualization creates ambiguity and ii) decontextualization prompts partonomy EX "partonomy" (cf. p. RENVOIPAGE _Ref44213511 \h 89): the temptation to attribute properties to objects. The model therefore contains built-in contextuality: its very foundations make contextuality of inscriptions obligatory.
It does so firstly by placing terms in constructor records (C-type records), that is, in structural contexts some say 'cotexts' that are utterances or utterance segments. This is a vision of context which is conventional, well understood, and good in itself.
It does so secondly in the structural analogies inscribed in type C records. This is more novel and requires extending the conventional notion of context. The part of a system constituted by the four terms in a systemic analogy EX "analogy:systemic analogy" that is, in a plexus, the four terms copositioned in two type A records, the latter linked with a paradigmatic link is a 'context' inasmuch as this inscription profiles the four terms in a determined manner. Take for example the following systemic analogy:
(a) femme : homme :: vache : taureau
Remember that the definition of systemic analogy (cf. supra) rests on a similarity of meaning ratios. If one instrospects oneself on the mode of presence of meaning in the systemic analogy above, one perceives that the meanings which are those in "ah la vache!", "sang de taureau", "le taureau par les cornes", "tente mille hommes", "t'es pas un homme", "l'homme est un loup pour l'homme", "cherchez la femme", "ce type c'est une femme", would make it difficult to involve such terms in analogies such as analogy (a). Consequently; analogy (a) necessarily profiles each of its terms towards biological sex, and the human or bovine character, and meaning, in that inscription, is therefore one of zoological taxonomy. This is in what the corresponding inscription is contextual; the context of femme in it is:
X : homme :: vache : taureau
Contextuality encompasses a third aspect, which is the most important one and the most difficult and is not addressed in this work: the situational context. It is ultimately regarded as the condition of a radical treatment of meaning.
Contextuality is thus constitutional in a plexus. It is so also in the dynamics, as we shall see later.
Dispersion
The dispersion of terms across records and via the records, across various paradigms matters, because it constitutes a sort of 'potential connectivity' which is revealed upon their use in the dynamics. This connectivity is complementary to the 'static connectivity' embodied by the paradigmatic links. When dispersion is high in a zone, it increases what will be named below 'constructibility transfer'. In the categorial vocabulary, one would say that high dispersion causes 'good' categories, that is, sets which share many properties and many behaviours. We shall see below (p. RENVOIPAGE _Ref44320016 \h 108) dispersion contributing to render the systematicities that generativism treats with transformations.
When dispersion is weak on the contrary, the sharing of behaviours between terms is lessened. In the categorial vocabulary, one would describe this as sub-categorization, which may reduce to categories that communicate little or not at all. An example of this will be seen p. RENVOIPAGE _Ref33470068 \h 112. Between this effect, and the previous one its contrary, there are of course only gradients and no sharp break, since there are no reified categories.
NUMLGLAUTO An analogy holds between terms
All segments of linguistic form making up an analogy, be they in C-type or in A-type records, are 'terms' by definition. The question of terms will be addressed in detail again p. RENVOIPAGE _Ref30438309 \h 193.
'Term' was often used in linguistics; the definition proposed here is firstly compatible with this one: A term is a word or a group of word constituting a syntactic unit. But it is secondly modified as follow: the only criterion that commands the making of terms is their belonging to an analogy, that is, terms are the consequence of (at least) one structure mapping and have no other raison d'être, they result only from the segmentation which contributes to structure mappings. A term thus has morphological and syntactic relevance. Saying this is just paraphrasing the clause that terms are commanded by structure mappings. Remember Saussure: "L'analogie est d'ordre grammatical" (Analogy is grammatical in nature.).
This clause, which is constitutive of the term, makes it tend to align on the constituents of classical analyses (morpheme, syntagm) without this alignment having to verify in all cases: some structure mappings may not follow classical frames. We shall see several examples of this in Chapters 4 and 5, and a typology of such cases will be made p. RENVOIPAGE _Ref52164558 \h 193.
The request, a strong one but the only one, which is made for a term is that it be reidentifiable in its recurrences: in each, it is reidentified as "the same term".
NUMLGLAUTO Vacuity of terms
linguistic substance We do not have to posit a fundamental substance which will then receive attributes. Saussure
There is a dearth of analogy between language and any other human thing for two reasons: i) the nullity of the signs; ii) the faculty of our mind to consider a term which is null in itself (But this isn't what I meant initially. I deviated).
If one takes that any semiotics is only a network of relations (or that a natural language for example is only made up of differences), the terms can be defined only as points at the intersection of the different relations. Thus, the examination of the elementary structure of meaning well shows that any term of the semiotic square is the point where relations of contrariety, contradiction and complementarity intersect.
After the principle above which governs them, terms have no properties which would be their attributes. Much in the way the slot-filler schema was refused in Chap. 1, it is a sort of object-property schema that is now going to be criticized.
EX "term:unessential"In order to address the linguistic dynamics in an appropriate manner, one is led to envisage terms deprived of content, that is, deprived of properties. It is so because confering a property to a term is sanctioning what has been observed in the past and in the present, without building a base open enough and flexible enough for future behaviours. Generally, allocating terms properties that are susceptible to take values, is a renouncing attitude because it renounces developing a discourse on the abductively productive dynamics to substitute them with the impoverished ratification of a collection of observed facts. Besides, these approaches invariably fail on acquisition: they fail to show in which conditions the succession of the acts make changes in the values of these properties. Confering on these the character of continuity or adjoining a stochastic complement to the theory does not solve the question either, as we shall see.
Terms being content-free, it is their connectivity that is, their various occurrences in a plexus, and, in their occurrences, the copositionings of these terms with other terms that account for their dynamic behaviours and their productive possibilities.
In this line of thought, analogy EX "analogy:implementing contingency"carries with it a promise (to which this model undertakes to do justice): its eliding of the predicate is an important enabler of content draining. Nothing requires that it be alone in this, but no other device has been found so far. In order to leave open the possibility for other devices with the same quality, in several places in this work, stress is moved from analogy to "copositioning", that is, to the establishment of mutual ratios between termsEX "copositioning:rather than analogy": any device capable of establishing any copositioning would be receivable. Analogy is the first one, the main one, and the best studied one. Others are possible, in principle only so far.
Units deprived of content are difficult to envisage and manipulate. It is hard to build solidly without a "stable foundation". It is hard to make models or theories deprived of "essences". The building of science needs solid foundations and is not deemed to be compatible with an absence of content. This is where we must strive however. Classically, three orders of properties are postulated: a) syntactical, b) semantical, and c) phonological. Let us review them and see how content draining is achieved, or not, for each in turn.
a) In the current status of this model, syntactic properties (categories, syntactic features, etc.) are refused and the model is free of them indeed. We shall see below how it is capable of syntax and in what measure.
b) Usual semantic properties (lexical meaning, linguistic meaning) are not posited either. However, in the absence currently of the semantic side of the model this non-postulation remains a petitio principii and the demonstration that it is possible to evacuate semantic properties is not yet made. This possibility stays as the favourite conjecture, but still to be proven.
c) Terms, as they are presented so far in the model conserve a form (orthographical in practice, it might be phonological), which seems to contradict the principle of their vacuity. This must be viewed as a lag, accepted by lack of anything better, between a desired goal and that which it was possible to realize. Besides, this region of the model poses a constitutional question, cf., p. RENVOIPAGE _Ref43564767 \h 296, a discussion of the question of access, and, p. RENVOIPAGE _Ref32307623 \h 294, another one as to what point it is possible to downgrade the lexicon.
Let alone this last reservation, the principle of the vacuity of terms is stated, and the demonstration of its validity will be made below in morphology and syntax. This principle will be presented p. RENVOIPAGE _Ref44213511 \h 89 as the condition for a quality that the model must have: isonomyEX "isonomy".
NUMLGLAUTO Suspending the minimality of terms
A term is not constrained to be elementary.
In establishing the categories of analysis like morphemeEX "morpheme:as minimal", semeEX "seme", phonemeEX "phoneme:as minimal", etc. one strives usually towards minimality and elementarity, each time along one of the dimensions of the analysis. This aims at making available a tool set, as reduced as possible, so that various combinations of these tools give a good account of the immense variety with economy; this posture is common in science and the rationalistEX "rationalism" tradition presents it as inherent to science. This approach, when it succeeds, means that the viewpoints or dimensions in question are independent which may be construed as tautological.
Now, in language, these independencies, without being negated, do not fully verify. This is why they should not be postulated; rather, it is appropriate to adopt weaker postulations, but these quasi-independencies will have to be reconstructed as results.
Thus, in the model, minimality itself is questioned; as a matter of principle, no minimality is posited. Consequently, description and explanation do not rest on 'elements' but rather on terms the extension and the level of definition of which must remain contingent in principle and on inscriptions at multiple levels. The question will be developed and discussed p. RENVOIPAGE _Ref21088563 \h 194, after meeting several examples.
The terms and inscriptions we have been considering are static. We also saw that the rendering of the effects is expected from their use in dynamics. The major character of the latter, is that they are abductive, and the device which links statics and dynamics in the model consists of four 'abductive movements'. These are now going to be exposed.
NUMLGLAUTO Abduction, abductive movements
NUMLGLAUTO Abduction: conjectural inference in an open frame
The model which is sought must propose mechanisms that show movements from the ancient to the new, from he already known to the never uttered, and are abductive, because this movement is each time a presumption of success without the anticipated proof of success being possible, and besides, it would not be very useful. Such presumptive movements correspond to what was studied since Aritotle, and was termed 'abduction' by Peirce.
Among the conjectural inferences which do not belong to the technical acceptation of induction EX "induction" , but may possibly belong to its usual one, let us single out abduction EX "abduction" . This modality of inference was identified by Aristotle EX "Aristotle:abduction" in the Posterior Analytics just after presenting induction. In order to catch what Aristotle understands with abduction, let us take his example:
Science may be taught Major Virtue is a science Minor Virtue may be taught Conclusion
In a classical deductive reasoning, the Conclusion follows from the Major and the Minor, whereas in an abductive reasoning, a Minor is sought to act as a probable intermediary between the Major and the Conclusion; in other words, abduction starts from the Conclusion and from the Major to infer a possible Minor. We are thus in presence of an unsure reasoning which is not, by far, an inductive reasoning, because it does not move from the general to the particular: as an illustration, in the example quoted above, the Conclusion and the Major are universal propositions in the Aristoelean sense, that is, in predicate logic, they map onto universally quantified formulae.
Thus for Aristotle, the example abduction is:
Virtue may be taught, now virtue is a science, therefore (abductively) science may be taught
Abduction must be recognized in the inadequate inference of SpinozaEX "Spinoza":
The modes of perception may be grouped into four classes: I. [acquired by hearsay]; II. [by vague experience ], III. There is a perception in which the essence of a thing is infered from something else but in a non adequate [non adaequate] manner; which takes place either when we infer the cause from whatever effect, or when we draw the conclusion [of the fact] that a universal is always associated with a certain property. IV. Finally, there is a perception in which the perceived thing is perceived by its essence only, or by the knowledge of its proximal cause [cause prochaine].
In the Treaty he will place his attention on the fourth mode of perception only. He is an atheist and Descartes EX "Descartes" a believer but for both of them the true knowledge of things cannot be satisfied with inadequate inferences, even if, he recognizes, the things however which I could so far understand by such a knowledge [mode IV] are few (p. 20) and the only example he gives is taken from Euclid.
We will now omit other important steps in the history of abduction (Peirce EX "Peirce" , Eco EX "Eco" , etc.) and move on to its role in language.
Beside its role in thought and reasoning which is its origin domain, as Aristotle's example shows, abductionEX "abduction:its role in the linguistic dynamics plays an important role in other tasks of problem solving like utterance planning or natural language understanding. I suggest further that abduction is even involved in base processes like unit identification, syntactic analysis, etc.
If, as logicians remind us, abduction is dangerous in reasoning, for a speaker of a natural language, the danger is not so great: he certainly performs abductions, but he assumes that his interlocutor makes about the same ones. From experience, abductive inferencing in language works well most of the time, and it is easy to correct as language use is interactive.
We now should say how adbuction happens. For ChomskyEX "Chomsky:the autonomy of syntax explains the problem of abduction", the autonomy of syntaxEX "autonomy of syntax:explains the problem of abduction" constitutes the only possible response to the problem of abduction. The proposition made here is that this assumption is not necessary.
EX "abduction:abductive mechanisms" The accomplishment of language acts is based on abductive mechanisms. They are abductive in the sense that, from inscriptions in a plexus (attested linguistic facts), they authorize new facts without this being a logical deduction, exacly as Science may be taught is not "demonstrated" in Aristotle's example above. There are three differences however.
Firstly, in the example of Aristotle, i) the path leading to the abductive conclusion contains only two steps, ii) there is only one result, and iii) the result is a proposition, whereas here, i) the path leading to the abducted result may (as we shall see below) consist of several steps (several 'phases'), ii) a same abductive process may produce several results in different phases EX "phase" each with its own strength, and iii) the results are linguistic terms (sometimes more complex results) and not propositions.
Secondly, in Aristotle's example, the mechanism is based on propositions EX "proposition:propositions dismissed" such as Virtue is a science, whereas here it rests on the positional exploitation of analogical inscriptionsEX "analogy:positional exploitation".
Thirdly, abduction as it is presented above has a totalistic flavour: we know what sciences are (all sciences), we know that all sciences can be taught, we know with certainty that virtue is a science: the universe of discourse is known and closed, it is entirely framed by unambiguous categories. In the linguistic dynamics on the contrary we have to dispense with all this. Following the radical assumption which directs this work, we can rely only on occurrential and proximal inscriptions which are the result of partial cognitive experience, and therefore the processes expected to develop have to be proximal. It is an abduction reshaped in this way which must account for linguistic productivityEX "productivity:abduction accounting for it".
Abduction is implemented by computations: the dynamic side of the model is abductive by construction, its results cannot be demonstrated by logic, they do not come from categories and rules. The results are best compromises between the constraints associated with an occurrential linguistic act and the inscriptions of the plexus. The dynamics are built up on 'abductive movements' which are elementary movements. These relate the static view of analogy to its dynamic view. Four abductive movements have been found necessary and will now be defined: by transitivity, by constructibility transfer, by expansive homology, and by transposition.
NUMLGLAUTO Abductive movement by transitivity
EX "abductive movement: by transitivity "From the two analogies:
(1) a : a' :: b : b' and
(2) b : b' :: c : c',
which share the pair b : b', one abducts the following analogy:
(3) a : a' :: c : c' .
This is what is called 'abduction by transitivity'; rigorously, it is the paradigmatic link which is transitive, it implements the mathematical notion of transitive relation which holds between pairs. The given analogies (1) and (2) are alleged to be 'good' analogies: the speaker of whom this plexus is the static linguistic knowledge finds them acceptable.
According to the abductive movement by transitivity, the abducted analogy (3) is also alleged to be acceptable but possibly a little less. With analogy, nothing can be demonstrated, nothing is guaranteed, this is in what the movement to (3) is an abduction and not a deduction. After several such movements, the risk thus taken may, as we shall see, be compensated (or not depending on the case) by collateral dynamics (parallel computation paths) which, integratively, add to this one other abductions, thus reinforcing the corresponding results .
Possible reinforcements let alone, along the path a : a' then b : b' then c : c', the ratio may driftEX "drift:analogical ratio drift". If one chains up several steps in this way, the ratio may, after a moment, not reallly be conserved any more. Abduction has ended up hazardous. The assumption this is suggested by the detail behaviours of the model, below is that linguistic acts utterance reception for example in their majority, are computed with short chains and therefore under comparatively sure conditions. Some other ones, minoritary but not rare, involve abductions that become hazardous because the dynamics of these acts mobilize longer chains: the terms of the linguistic act and those of the plexus are in this case not very congruent. Several such examples will be given below.
NUMLGLAUTO Abductive movement by constructibility transfer
The second abductive movement is by constructibility transfer.
INCORPORER PowerPoint.Slide.8 Figure SEQ Figure \* ARABE 6 Constructibility transfer
EX "constructibility transfer"EX "abductive movement:by constructibility transfer"It is appropriate to present constructibility transfer on an example a quasi-formalization will be given in an appendix. The two paradigms at the top of the figure are inscriptions in the plexus and they share a term: chien. This is the "bioccurrent" term EX "term:bioccurrent" EX "bioccurrent" . Constructions un + chien, ce + cheval and grand + cheval being attested, the construction un + cheval becomes acceptable by abduction. This is what constructibility transfer is.
The construction grand + cheval is not the only one to be produced by abduction: un + éléphant, grand + éléphant, petit + chien also can be abducted. The figure thus gives the feeling that a Cartesian product is built. This is not false but has to be complemented by noting that its elements are produced in successive phases (following the principles of the computation that will be detailed below). This phasing depends on the connexity of the initial paradigms which, in the figure is a very degraded notion since each contain only two records; usually, paradigms consist of more records. The Cartesian productEX "cartesian product" of the possibilities is therefore not built entirely in general; its building is phase-wise. It begins with the elements closer to the starting ones, according to the progressive needs of the dynamic of a particular act. So the effect of the bioccurrent termEX "term:bioccurrent"EX "bioccurrent", the constructibility transferEX "constructibility transfer", most often reaches areas not too remote from the initial records in the paradigms. In less favourable cases, it may, after a number of phases, have a broader extension but in general the products of such long paths will be superseded by other effects, following shorter paths, abductions that are more immediate and more pertinent vis-à-vis the terms of the act. This is a manifestation of the principle of proximality, there is another one.
It is not fortuitous that the data of the example all bear on animals. The starting paradigms inscribed in the plexus bring together linguistic data related to the cognitive sphere. The conjecture is of the type "birds of a feather flock together", the linguistic knowledgeEX "linguistic knowledge" (and the cognitiveEX "cognitive knowledge" one) would have inscriptions in observation of this principle. Of course, there are many ways to be similar, each may lead the organization of a particular zone of the plexus, or of several such zones; the zones coexist as do macles in crystal structure: each is a proximal organization, and, at their borders, they join as they can, which means: with organizational breaks.
The example which illustrates constructibility transfer is built with binary constructionsEX "binary construction" and the definition extends straightforwardly to ternary constructionsEX "ternary construction".
A formalization and a critique of constructibility transfer appears in an appendix, section RENV _Ref31199006 \h \* FUSIONFORMAT 13.2. Abductive movement by constructibility transfer (p. RENVOIPAGE _Ref31199006 \h 317).
Constructibility transfer is the first movement that constributes to structural productivity; the second one is expansive homology.
NUMLGLAUTO Abductive movement by expansive homomogy
NUMLGLAUTO Principle of expansive homology
EX "expansive homology:definition"EX "abductive movement:by expansive homology"If the constructive paradigm C1-C3 is available in a plexus:
C1 une + journée ( une journée C2 une + belle journée ( une belle journée C3 une + occasion ( une occasion
and if in addition the constructive paradigm C4-C5 is available:
C4 belle + journée ( belle journée C5 belle + victoire ( belle victoire
then constructions C6, C7 become acceptable:
C6 une + belle occasion ( une belle occasionC7 une + belle victoire ( une belle victoire
Premises C1 through C5 are sufficient to abduct EX "abduction:by expansive homology" C6 and C7 but it is not necessary that they be exactly these ones, nor as numerous, to bear on these precise terms; it suffices that journée and occasion co-categorize together in a way or another we shall see how below and it suffices that attestations like C1 - C7 apply to terms which are distributionally similar to journée and occasion.
What matters is that the expansion belle journée of journée occurs in C2 where it is homolog of journée in C1 (or that a similar fact holds beween distributionally similar terms of these terms).
NUMLGLAUTO Expansive gate
A plexus configuration such as that of the example is an occasion for expansive homology. I call 'expansive gate'EX "expansive gate" such a configuration. An expansive gate is a configuration of plexus inscriptions which allows expansive homology (the abductive movement by expansive homology) to take place. This designates in a plexus a 'resource' which is functionally defined and more or less organically bounded, that is, it is embodied by an identified subset of records. This 'resource' is not a detachable part of the plexus, it is rather a subset of the plexus which is profiled for a given finality. Its elements, the records, also link with records that are foreign to the expansive gate, thus contributing to serve other finalities.
When is an expansive gate constituted? In a restrictive view, when the criterion of expansive homology holds between the terms themselves: in the three constitutive records, the terms are themselves present with the required positions this is the case in the example. Let us call this a 'hard' expansive gate. But an expansive gate operates also if the critical terms are not identical but are distributionally similar only. Then it is a 'soft' expansive gate. It just operates more slowly: it requires some more computation phases to assess distributional similarity (elsewhere I write "co-categorization"EX "co-categorization") of terms. The softness of expansive gates is a factor of productivity and must be respected. The B2-B3 process for syntactic analysis which will be studied below operates following this soft vision.
To make things concrete, a systematic survey of expansive gates was made in the French plexus of 1800 terms that is used in chapters 4 and 5. It is restricted to hard expansive gates. The term which is homolog to its expansion un underlined and the expansion is not.
hommes femmesEspagnole grande venuebon cheval bon temps bon coup grande surhomme habile cours pour adultes coup tordu un livre de cent pagestrop grand pas bonpas assezrefaireest arrivé est venu est venueje vais avec eux il est icià chaque foisdeux cents
One may call the underlined term 'head' EX "head" but I do not do this: the model does not require to reify the notion 'syntactic head', cf. section RENV _Ref43092019 \h \* FUSIONFORMAT 6.5. Syntactic head (p. RENVOIPAGE _Ref43092019 \h 183).
In this model, causal chains are long, tenuous, multiple, and difficult to grasp between on the one hand the exemplarist detailEX "exemplarist:detail" of the plexus and the swelling of the computation, and on the other hand the overall, externally observable behaviour, the macroscopic effectsEX "macroscopic effects". For this reason, it is difficult to perceive how mechanisms (that are elementarily variant) produce quasi-normativeEX "quasi-normative results" observable results. Neuromimetic connectionistEX "connectionism" models also present this opacity and do not solve it very well. Here, the table above contributes to alleviate it. In section RENV _Ref21089775 \h \* FUSIONFORMAT 4.1. Analysis with agents B2, B3 (p. RENVOIPAGE _Ref21089775 \h 97) we shall see special queries that 'expose' the detail reasons of computation results; in another way they also contribute to reduce that opacity.
The notion 'expansive gate' frames for pedagogical purposes a mechanism the level of which is intermediate; this makes it possible for dynamics, otherwise obscure, to be brought closer to the knowledge that the readers have, based on previous notions like 'expansion', 'head', 'generation rule', etc. But it has to be understood that 'expansive gate' is not properly a concept of the model, it does not correspond to anything distinctly reified in it.
A complement on expansive homology is given in an appendix, section RENV _Ref31200205 \h \* FUSIONFORMAT 13.3. Abductive movement by expansive homology (p. RENVOIPAGE _Ref31200205 \h 318). Abductive movements by constructibility transfer and by expansive homology contribute to structural productivity (cf. Chap. 4).
NUMLGLAUTO Transposition (or not) of analogy, abductive movement by transposition
The expansive movement which is now about to be defined does not contribute to structural productivity; it does to the systemic productivity which is the subject of Chap. 5.
The systemic analogyEX "systemic:analogy" X : Y :: A : B being given, the following analogy: X : A :: Y : B is defined as its transposed analogyEX "transposition:of analogy"; terms Y and A are simply swapped. If an analogy is equivalent to its transposed analogy, then the question:
(a) find X which is to Y as A is to B
is equivalent to:
(a') find X which is to A as Y is to B.
Moving from (a) to (a'), that is abducting (a') from (a), is performing an 'abductive movement by transpositionEX "abductive movement:by transposition"'.
Most often, this abductive movement is acceptable, that is, a speaker that accepts (a) also accepts (a'). For example, it works very well in French articles and in the verbal paradigms of Indo-European languages. But it also occurs that transposition yields a curious analogy, one understandable at the expense of an interpretation, or even an unacceptable one. A survey of cases is made in an appendix section RENV _Ref21088939 \h \* FUSIONFORMAT 13.4. Abductive movement by transposition (p. RENVOIPAGE _Ref21088939 \h 319). This same appendix provides a detailed description and a critique of the abductive movement by transpositionEX "abductive movement:by transposition".
NUMLGLAUTO Three classes of analogy with abductive movements
A table of three classes of analogies was first introduced p. RENVOIPAGE _Ref43618549 \h 59, please refer to it for class definitions. It was then complemented, p. RENVOIPAGE _Ref43618611 \h 67, with their modes of inscription the plexus. Il is now complemented again, and finally, with the abductive movements which apply to each class.
Transposition of structural analogyEX "analogy:structural analogy" is impossible because the transposed pairs never define an analogical ratio. Transposition of systemic analogyEX "analogy:systemic analogy" is often possible with exceptions (cf. appendix), therefore it is only potential. Constructibility transfer and expansive homology are proper to structural analogyEX "analogy:structural analogy".
As displayed in the table, transitivity is common to all three classes. Also shared by all three classes are notions like the individuality of terms, the elision of the predicate, the determination of the analogical ratio, and the familiarity orientation.

ClassSystemic non structural analogy (class A)Structural non systemic analogy(class C)Structural and systemic analogy(class AC)Examplesla : le :: une : un

soigneux : avec soin ::rapide : vite
happiness : happy ::beauty : beautifulun : un soir :: le : le jour
soir : un soir :: jour : le jourélu : élue :: maître : maîtresse
lawful : unlawful ::honest : dishonest
un : unlawful ::dis : dishonestPlace in grammarsParadigms without overt manifestationSyntaxParadigms withovert manifestationInscriptions in A-type recordsA la leA une unStructural non systemic analogy cannot be expressd in A-type recordsA élue éluA maîtresse maître
Inscriptions in C-type recordsSystemic non structural analogy cannot be expressd in C-type recordsC un+soir=un soirC le+jour=le jourC élu +e =élueC maître+sse=maîtresse A A
C un+lawful =lawfulC dis+honest =dishonest A ATransitivity + + +Transposition + potential impossible + potentialConstructibi-lity transfer + +Expansive homology + +Table SEQ dddd \* ARABE 6 Three classes of analogy with abductive movements

NUMLGLAUTO Partonomy and isonomy
NUMLGLAUTO Having properties or dispensing with them
For Koenig, partonomyEX "partonomy" is the characterization of language objects by their properties. Example of partonomic proposition: "all nominals bear case". A few lines further, he opposes partonomic to taxonomic. This opposition seems to me not to be the most interesting one to be made in the Analogical Speaker.
It seems more productive to oppose partonomy to 'isonomy'. The etymology of isonomyEX "isonomy" is: same law. In mineralogy, two crystals are isonomic if they are built following the same law. In politics, the ancient French word "isonomie" means equality facing law, equality of civil rights.
In this framework, I propose this is a slight modification of the meanings above to call 'isonomy' the fact of following reasons i) attached to the objects themselves, without having to draw on their properties, ii) which get defined exactly at the level at which the objects themselves are defined. The four abductive moments defined above are isonomic because they start from (pairs of) terms to reach (pairs of) terms through movements that only involve the (pairs of) terms and their copositionings.
Isonomy differs from homogeneity: a partonomic theory is homogeneous if all its objects have the same types of properties; this does not make it isonomic. Isonomy is different from merology and compatible with it: parts are not properties. So the maximum contrast of isonomy is indeed with partonomy which is the fact of positing properties.
An isonomic theory is more economical than a partonomic theory because it eschews numerous questions associated with partonomy: i) having to separately describe the structure of the properties (for example trees or lattices of syntactic features), ii) categorical effects of sharp behavioral jumps when moving between different values of a property, iii) conditions under which the value of a property should change to reflect an evolution, etc.
IsonomyEX "isonomy" facilitates the suspension of minimality (supra).
NUMLGLAUTO The Analogical Speaker is isonomic
The question of analogy-making is always presented as a partonomicEX "partonomy" process: in the survey made by French, all models are partonomic (details can be found about two of them p. RENVOIPAGE _Ref29966345 \h 186). Most linguistic theories are partonomic; some connectionist models only are not.
The Analogical Speaker stresses on the contrary the importance of isonomic dynamics. All four abductive movement are isonomic, this is apparent from their definition. In this model, the analysis of a received utterance will be defined below as a series of structure mappings and the dynamics that accounts for it are entirely isonomic, whereas they are usually viewed as partonomic. In the Analogical Speaker, analysis is isonomic; in it, the parsing itself of the received form is not partonomic, it has to be seen as merological which is not the same thing.
Partonomy has the unfortunate consequence of pushing one into artificial decisions. For example that of the lexical categories, which has already been addressed in Chap. 1. Another example is the syncretism of the forms which is a result of positing that a form belongs to a place in a system because of the syntactic features it has as some of its properties; the question is treated in detail p. RENVOIPAGE _Ref22537087 \h 160. Isonomy is a corollary of the vacuity of terms the utility of which was shown: terms deprived of properties can only be used by isonomic processes.
So this model concentrates on isonomic dynamics. It demonstrates an isonomic productivity of analogies but it presupposes to that end a body of analogies to start with, which have to be readily available. It does not tell how this initial body is obtained. This is 'priming' which will be met again below. Priming may well draw on different mechanisms, and these may well be partonomic. I do not pretend therefore, that the isonomic dynamics accounts for the entirety of linguistic dynamics, it surely accounts for a very great deal of it.
NUMLGLAUTO General framework of the dynamic side of the model
I have shown how the static side of the model is structured and can be elaborated. It is a plexus which models the static side of a speaker's linguistic knowledge.
I have just defined four abductive movements; they relate the static side and the dynamic side together by showing how static inscriptions can be conducted into the dynamics.
I have established that these dynamics are abductive and proximal. They are diverse and, as we are about to see, fragmented. Macroscopic results are produced by the synergetic cooperation of simple and numerous processes. The dynamics are controlled by a general frame in which they operate. This frame is now going to be explained. It is deterministic, and organizes the production of results by fragmenting it, ensuring the synergies and the overall operation control.
NUMLGLAUTO The linguistic dynamics is a deterministic computation
In section RENV _Ref44477047 \h \* FUSIONFORMAT 3.5.2. Determinism, idiosyncrasy, normativity (p. RENVOIPAGE _Ref44477047 \h 75) I stated why the dynamics must be deterministic and I indicated how determinism is compatible with high individual detail variation (speaker's idiosyncrasy) all in preserving a quasi-uniformity of external effects (linguistic quasi-normativity).
So the dynamics present themselves as deterministic computations involving details in quantities and these may be extremely variant. The variation is indeed individual variation because, for a given speaker, the details may differ substantially at two remote moment in the speaker's history, they may differ slightly at two close moments but, at a given moment, the computation is determined.
The computation is deterministic but not algorithmic, it is a heuristic process. Determinism and abduction are not contradictory: an abduction, however unsure an inference it is, is nonetheless a procedure which may be deterministic.
NUMLGLAUTO Liguistic acts and linguistic tasks
A speaker's know-how comprises two fundamental linguistic acts: the reception of an utterance and the emission of an utterance. Attention will now move on to the dynamics of these acts. As to dynamics of learning, it will be addressed in section RENV _Ref42922818 \h \* FUSIONFORMAT 8.2. (p. RENVOIPAGE _Ref42922818 \h 247); the dynamics of linguistic change is a consequence of that of learning and reanalysis.
The model uses a notion which is close that of linguistic act: the linguistic task. A linguistic task is en entire linguistic act or a part of it which is functionally homogeneous and can be ensured by a defined effector, in conditions that will be specified.
A linguistic act is carried out differently depending on the congruence between its terms and those of the plexus. For example, a given utterance may be received and analyzed easily vis-a-vis a given plexus and difficultly with another one. Depending on the congruence, the computation of the acts then requires uneven computational means. It is a question of cognitive load and this modulation is governed by the escalation principle.
NUMLGLAUTO Escalation principle
The escalation principle is also a principle of economy depending on how you consider it. It goes as follows: the dynamics of a linguistic act (as that of any task it may comprise) launches in first rank, processes that are shortEX "process:short and economical", therefore economical, starting from the arguments of the act (of the task) they reach inscriptions that are proximal to them. Such a dynamics is little abductive. A short process produces in priority directly attested forms, possibly anomalous ones.
When short dynamics prove unproductive, escalation initiates longerEX "process:long and expensive", therefore more expensive processes, soliciting inscriptions more remote from the argument terms. Such processes are more abductive. Either they produce forms that are attested but more remote from the task's terms, or they produce forms that are not directly attested, by assembly. The latter are 'analogical', therefore 'regular'.
The escalationEX "escalation" effect is obtained almost without particular care, a simple and sound architecture favouring more direct results. To this "naturality" the following model's features (cf. below) contribute: phasing, competition, possible cooperation of different paths, integration of effects.
This explanation encompasses the articulation: "when short dynamics prove unproductive, etc.". This is just a way to put it to introduce the question simply; it must not imply the idea of a particular point in the process where a precise decision would take place to trade short dynamics for longer ones. Actually there are multiple sub-processes of multiple natures, progressing in parallel. Some produce early successful intermediate results and this makes them overcome the unproductive ones, or those with weaker, later results. However, the final effect is the one that has been indicated.
The escalation principle is illustrated in section RENV _Ref21088721 \h \* FUSIONFORMAT 6.4. Anomaly and regularity (p. RENVOIPAGE _Ref21088721 \h 181) but it must be understood that it has applications beyond anomaly-regularity; for example it has an important part in explaining the progressive generalization of a new structure during learning, cf. section RENV _Ref42922818 \h \* FUSIONFORMAT 8.2. (p. RENVOIPAGE _Ref42922818 \h 247).
The presentaion of the dynamic model will now proceed in a technical mode but still remain introductive. A more complete specification appears in an appendix, p. RENVOIPAGE _Ref43872903 \h 329.
NUMLGLAUTO Agents
A usual approach in modeling consists of dividing a complex dynamics into smaller fragments. In our case, fragmentation has two converging reasons:
the complexity, the variety of overall linguistic effects and their sensitivity to multiple factors lead to consider them as a combination of multiple, simple actions,
if the substrate of language is the neurons, it is accepted that each has a very simple function and is not the locus of an elaborate intelligence. Linguistic intelligence rather has to obtain as an overall effect. With Minsky, intelligence is expelled from the elementary organs; if one of them were identified as making something too complex, it should have to be replaced with an assembly of simpler organs.
In this model, the computation of a linguistic act is thus fragmented into small functional computation units. Each is assigned to a small organ, functionally specialized, and simple. Such organs are called 'agents', which may initially be perceived as a metaphor for economical agents or for agents occupying a fragmented function in a human organization. However, it is advisable to quickly give up this metaphor and stick to the clauses specifying the agent's behaviour without trying to think them after the ordinary notion of agent.
The plausibility which is claimed is not a literal one. Agents do not match neurons or anything anatomically identifiable. This work is analogy-driven and the functions of agents are defined based on the processing of analogies. This tier is somewhat higher and more linguistic than Minsky's.
Agents have different types depending on the elementary functions necessary in the computation. The main functions which motivate agent types are:
analysis of a received utterance,
utterance emission (not developed in the current state of the model),
similarity suggestion (function in the service of other agents),
the productive computation in a pluridimensional system which accounts for 'systemic productivity'.
A typical linguistic act engages between a few tens to a few thousands of agents depending on the act and its congruence with the content of the plexus.
An agent is a short-sighted entity; its scope of awareness in the computing environment comprises i) its duty, ii) a few plexus data which match the terms of its duty, and iii) the point to which it delivers its results when it happens to produce any. Upon its creation, an agent is assigned a duty which is a task to fulfil, but the agent does not fulfil it entirely. It fulfils a part of it, which may be viewed as an incremental step. In an incremental step, an agent determines more duties depending on its own duty and on plexus data matching it; these are deemed apt to (abductively) prolong the fulfilment of the agent's duty. The agent then recruits other agents for these duties. Recruited agents are commissioners of the former which thus becomes their client. This takes place in one phase of the computation. The complete computation of an act comprises in general several phases, up to seven, ten, or fifteen, there is no definite limit to this number. Thus, phase after phase, a structure of agents is built which is called the heuristic structure. Examples of heuristic structures can be found RENV _Ref52153265 \h Figure 33 p. RENVOIPAGE _Ref52153694 \h 335 and RENV _Ref52153994 \h Figure 44 p. RENVOIPAGE _Ref52154013 \h 362. The heuristic structure has in reality two different modes of edification; in it, some global effects temper the short-sightedness of the agents, please refer to the appendix. An agent this is not the case for all of them may come across a favourable condition which holds between the data of its duty and the plexus data that matches it; one such condition is always a coincidence but there are several types of them; it is a settling condition, the agent then makes a settling. A settling is always associated with an element which characterizes it, a term, or a term occurrence in the plexus, or an element of some other nature. This element is a finding. A settling raises a finding. A finding will end up in a result but with an intervening merging: findings with the same content are merged into the same result. Merging is not detailed here, please refer to the appendix. An example of heuristic structure featuring settling and merging can be found RENV _Ref52153265 \h Figure 33 p. RENVOIPAGE _Ref52153316 \h 262.
A dynamics organized in this way is an 'agent-based solving', abbreviated into ABSEX "ABS:introduction". For the technique of ABS please cf. appendix 14, p. RENVOIPAGE _Ref32990584 \h 329, which specifies it. The principal notions of ABS are also defined in the glossary.
NUMLGLAUTO Strengths
ABS encompasses strengths which reflect lengths of abductive paths, that is, costs (the convention is that a weak result is one which is costly to obtain). In the implemented model, these costs are presented as computational costs and they are interpreted as the homologs of the cognitive costs associated with the linguistic acts.
The first factor influencing strengths is distance from the initial terms. The more remote a finding, the weaker the result. A second factor is reinforcement: when two parallel abductive paths yield the same result, the result is reinforced by the mechanism of merging. The dynamics of strengths is specified in detail p. RENVOIPAGE _Ref32201557 \h 344.
NUMLGLAUTO Channels
Beside agents, the second important component of ABS is the channel. Channels are points of the heuristic structure which receive results (the latter obtain from the merging of the findings). Any agent delivers necessarily to a single channel which is its delivery point. It is legitimate to see channels as ensuring the syntagmatic dimension in a computation: when a task encompasses terms in syntagmatic mutual position, it opens up exactly one channel per position. By contrast, sets of agents that are clients and commissioners to one another and between which no channel intervenes, are paradigmatic to one another: between all their findings and the terms resulting of these by merging, an exclusive choice must be made. The syntagmatics of channels has an application domain broader than just the received acceptation for 'syntagmatic' but it applies in particular exactly to questions of syntax in the most classical sense.
NUMLGLAUTO Similarity suggestion
EX "suggestion of similarity" In a global abductive process, similarity suggestion is defined as the sub-function or the sub-process that brings up possibilities, the latter being thereafter settled or not that is, validated. Starting from elements of a linguistic task similarity suggestion consists of designating elements similar to them as proper to allow the development of the abductive computation.
Depending on the elements for which we want similar terms to be suggested, similarity suggestion presents two varieties:
simple similarity suggestion which bears on one term only, cf. p. RENVOIPAGE _Ref42923087 \h 351. This is principally a matter of distributional similarity.
copositioned similarity suggestion, which bears on a pair of terms. Copositioned similarity suggestion can be found in agent ANZ, cf. corresponding appendix p. RENVOIPAGE _Ref42923212 \h 377.
The former (simple) is a vision of similarity that is conventional and poor. The latter (copositioned) is a richer vision, that is differential and is presented as an effort to take full advantage of analogy. The rest will show to what point this effort succeeds.
Similarity suggestion is dynamic, occurrence-based, and determined by the exemplarist terms of a linguistic task. It suppresses the need to base the productive dynamics on preestablished categories. Consequently, it denies to categories the status of a theoretical foundation, to make them a phenomenon which is to be considered phenomenologically.
The general framework of the dynamics also comprises an overall control mechanism which organizes the dynamics in successive phases, chains them up, and ensures overall triggerings and activity control. Please refer to the appendix.
We now have available the general frame which makes it possible to introduce particular agent types (Chap. 4 and 5). Agents have different types, each with its own nature, its own duty structure, and its own type of products. Each type also has its own procedures for recruiting commissioners and raising its findings, that is, settling.
NUMLGLAUTO Conclusion
This chapter promised a lot without yet delivering much this will be done in chapters 4, 5 and 6. It was long, and yet many details, some even important to the understanding, had to be moved to appendixes in order not to further dissolve the argument.
We have established the static frame and the dynamic frame within which we are now about to build structural productivity (Chap. 4) and systemic productivity (Chap. 5). Next, Chap. 6 will show how some notions of grammar or of linguistic analysis now lose their interest or are themselves reconstructed.

Chapter NUMLGLAUTO Structural productivity

Structural productivity is defined as a productivity of assemblies. It is contrasted with systemic productivity which is the productivity in pluridimensional language paradigms and is the subject of Chap. 5. Linguistic productivity as a whole results from the combined interplay of structural productivity and systemic productivity. This dichotomic proposition may have to be complemented upon the extension of the model to semantics but it is sufficient in the current perimeter of this work.
Structural productivity is the basis of syntax. On its own, it does not cover agreement which requires to combine structural productivity with systemic productivity. This is why agreement will be addressed in the next chapter, only.
Structural productivity covers morphology and syntax in continuity in the sense that the dynamics do not differ; plexus inscriptions are the warrants of the differences between morphology and syntax.
Emission is not covered in this work because the point where to start from is not clear as long as semantics is not covered. Interpretation cannot yet be treated for the same reason. As to reception, it is treated up to (and including) analysis.
This chapter begins with redefining analysis; in this frame it is necessary to redefine what analysis is. Then a series of commented examples show the dynamics of analysis. Example after example, it progressively defines that which replaces the syntagmatic structure. I demonstrate with an experiment that the notion 'transformation' is not necessary in the theory; with another one, that the notion 'thematic role' is not necessary either; with an example, that categorial homonymy is easily solved in context and that categorial 'desambiguiation' ceases to be a question. Finally I propose a solution to the problem of the amalgmation in Romance languages (ex. Fr. de + le ! du) which is theoretically economical.
NUMLGLAUTO Analysis with agents B2, B3
In a theoretical frame which encompasses categories and rules, to analyse encompasses segmenting the received utterance and assigning to each segment thus determined one of the categories of the theory. This assignment having to follow rules and other stipulations of the theory, its transformation rules for example. This view cannot be conserved here since neither rules nor categories are reified. So, in the frame of the Analogical Speaker, the definition of 'analysis' has to be clarified.
The proposed vision is as follows: in an exemplarist theory, the finality of analysis is to achieve a structure mapping in the sense of Gentner and Kolyoak with an analog constructor record in the available linguistic knowledge. There may be only one mapping or there may be several ones with several construction exemplars when these are compatible. A mapping should be the best possible one or at least good enough, that is, a mapping is a compromise between its adequacy and the computation cost to obtain it.
The difference with a structure mapping a la Gentner it that the latter is one level only; it may be quite elaborate but it encompasses one level only. Here on the contrary, it is necessary to pile up several levels of mappings, to concord with this idea, well understood since Arnauld and Lancelot at least and taken over by Hocket, then by Generativism under the species of the syntagmatic structure comparable levellings are present in dependency grammars and in all modern syntax theories that, in utterances, it is necessary to make groupings. Psychology itself may need to make such levelled groupings but we see that it did it much less than linguistics.
The difference between "the best possible one" and "at least god enough" is a question of computational cost vs. the marginal utility for the speaking subject; a sub-optimum is quite sufficient in ordinary linguistic experience and only do invite us to push the effort a little further occasionally, mathematicians, lawyers, and poets.
The view 'analysis as a mapping' will have to include meaning by the time we know how to handle meaning. For the time being, it will be showed at work restrictively in linguistic form alone, that is, in morphology and in syntax.
B2 and B3 are the agents responsible for building analyses for a received utterance. "Analyses" is a plural, this is not indifferent as we shall see. Agent B2 (for "build 2") considers binary constructions (ones with two constituents) and agent B3 ternary ones. Any particular analysis task involves B2 and B3 solidarily: here, at this phase, it is B2 which succeeds, at another point of the same task, B3 does.
The exposition will be carried out on examples. More abstract and formal descriptions appear in appendixes.
NUMLGLAUTO Example c'est beaucoup trop grand
EX "examples:c'est beaucoup trop grand"The example in French c'est beaucoup trop grand (it is much too large) contains several aspects interesting to present while remaining simple enough. The analysis dynamics is activated with the task to analyse the form: c'est beaucoup trop grand. The best is to look, phase after phase, at the states reached by the process and to comment them.
The overall principle of the B2-B3 dynamics it that, phase after phase, channels take hold of longer and longer parts of the received utterance. This begins with the smallest discernible units, that is, the smallest segments of the adopted coding, here letters. Channels are instated, each taking hold (and accounting for the analysis of) a 'span'EX "span" in the utterance. A span is defined by a start and an end. The start is the rank of the first letter of the span, and the end that of the last one. For example, in form "le soleil brille" ("the sun shines"), span is the initial "le" and span is the "le" of "soleil".

Figure SEQ Figure \* ARABE 7 c'est beaucoup trop grand after one computation phase
The figure above, and the following ones, are produced mechanically. They propose successive views of the heuristic structure which, phase after phase, analyse the utterance c'est beaucoup trop grand. They display all the channels, but agents remain elided to reduce overload and confusion. The vertical axis maps onto time which runs from top to bottom. Smaller-span channels are at the rightmost side and on the left, the channels spanning the longest parts of the utterance that could be analysed at a given phase. In other words, the maxima of structures (which are the analogs of the roots of generativist trees), which we are used to see at the top, are here presented at the left. This disposition is adopted to let develop downwards the lists of exemplars (results at channels) which are here necessary.
In form c'est beaucoup trop grand the first computation phase identified all occurences of terms existing in the plexus. For each, a channel is built, the span of which is the bounds, in the analysed form, of the occurrence in question.
On the figure, for example, group:
3 1 (beaucoup) 302 1 [beaucoup]
means that channel 3 was built in phase 1, spanning from letter 7 to letter 15 in the form. The content of this span is (beaucoup). This group also signals that span (beaucoup) is attested by resutlt 302, produced in phase 1 and resulting from term [beaucoup] which is present as such in the plexus. So far, invention is not very great: the first phase simply picks up homographic matches between the analysed form and the plexus. This is called installation.
Note in the rightmost part of the figure a number of small-span channels; for example, in channel 5, segment (a), which is extracted from "grand" (En. large, great), is found to coincide with term [a] (En. has) that is present in the plexus and is a form of verb Fr. avoir (En. to have). This is an assumption which the process makes; very soon it will be found unproductive. Should we try to eliminate such hypotheses. The reason might be to give priority to maximal terms, that is, when several segmentations are possible, to keep the one making the longest terms, this would be adopting a longest match principle EX "longest match principle" .
This principle is efficient most often but not always. A counterexample is the following one in JapaneseEX "ambiguity:syntactic - contradicts longest match principle":
form kô bun shi ryô san, must be analysed as
kô bun shi ryô sanmacromolecule, polymer production
despite
kô bun shi ryôgreat quantity of polymer
which the longest match principle would favour, but this would leave san as an unused residue. Yet the latter analysis would be appropriate in:
kô bun shi ryô wa great quantity of polymer the mark which terminates the topic
In order not discard the analysis that will turn out to be the good one and enable the correct resolution out of possible garden paths EX "garden path:vs. longest match principle" , all analyses are kept and, in this version at least, the longest match principle is not applied.
In addition to segments (beaucoup) and (trop), it turns out that segment (beaucoup trop) also finds a direct attestation in the plexus; term [beaucoup trop]. Here is an illustration of the minimality suspension principle EX "minimality suspension principle:illustrated in analysis": overlapping terms may coexist in the plexus. Channel 7 (beaucoup trop) does this as early as phase 1. To acknowledge this, a B2 agent EX "agent B2" links channel 7 (beaucoup trop) to channel 9 (beaucoup) and to channel 6 (trop). This is denoted by the three converging lines at the left of the figure; the center of such a 'star' denotes a B2 agent. This 'assembly' is not very abductive yet: it only reflects a C-type record that exists in the plexus.
Near to the top, the process distinguished segment (c'est beau) because it finds term [c'est beau] in the plexus and matches it with a part of "c'est beaucoup" in the received utterance. This is a pun, and it will not proceed very long along this track because it will not be able to associate this rightwards with (cou), (coup), (coup trop), etc.,
So far, all channels are installation channelsEX "channel (in ABS):installation channel" and all results are installation resultsEX "result:installation result. Phase 1 does exactly installationEX "installation:example", its does not innovate, it has not abducted anything yet.
At phase 2, the lists of results below the channels are longer. Under channel 2 (trop grand) for example, are now 21 results, there was just one at the previous phase. For example, result 396 [trop gentil] was produced in phase 2. It was produced as a distributionally or constitutionally similar term of result 296 [trop grand].
This is because the agent in charge of similarity suggestion (agent CATZ, cf. appendix), beside a result existing at a channel, adds phase after phase the most proximal terms of the plexus which have the same distribution. In this particular case, [trop gentil] is constitutionally analog to [trop grand] and has been produced for that reason. Here, we just saw the abductive movement by constructibility transfer EX "abductive movement:by constructibility transfer" at work.
Still to be noted under channel 2, is the creation of result 299 [grand]. This creation is remarkable because it is an occurrence of the abductive movement by expansive homology EX "abductive movement:by expansive homology". It could work because the plexus contains the constructor records:
C c'est + grand ( c'est grand
C c'est + trop grand ( c'est trop grand
in which [grand] and its expansion [trop grand] are homologous. This is an 'expansive gate', cf. p. RENVOIPAGE _Ref22580838 \h 86. Result [trop grand] was present at channel 2, the agent in charge of similarity suggestion, 'abductively' appends its homolog [grand] producing result 399. Result 399 will eventually have a consequence.

Figure SEQ Figure \* ARABE 8 c'est beaucoup trop grand after two computation phases
The rightmost bound of the spanEX "span" of channel 9 is fifteen and the leftmost bound of the span of channel 2 is sixteen. Fifteen plus one = sixteen, these channels are adjacentEX "channel (in ABS):adjacent channel". Because of this, the process creates a B2 agent, the mission of which is to try and see whether the spans of these channels are assemblable this process assumes concatenative assembly, different types of assemblies are envisaged p. RENVOIPAGE _Ref15817428 \h 246.
The spans of channels 9 and 2 are (beaucoup) and (trop grand), each separately already attested. The question now is whether (beaucoup trop grand) whould be possible and why. A B2 agent is createdEX "B2 agent creation" to that end. Elided in the figure, it is at the intersection of the bold lines starting leftward from channel 9 (beaucoup) and from channel 2 (trop grand). The B2 agents operates as follows: taking one after another results at chanel 9 and likewise at channel 2, it forms all possible pairs and looks up in the plexus whether the pair occurs as constituents in the same binary C-type recordEX "record:binary constructor". When this is the case, the settling condition for agent B2 EX "settling condition:of agent B2" is met. The record in question is the settling recordEX "record:settling record". The effect of the settling is to raiseEX "raising:by agent B2" a finding EX "finding:raised, on an example" at this agent and the finding is, in the settling record, the term which occupies the assembly position. Then this finding is merged into a result. Here, result 399 [grand] at chanel 2 settles with result 416 [un peu] at channel 9 because ther exists in the plexus record
C un peu + grand ( un peu grand
The reader reading this document in colours notes that results 399 and 416 are in blue which means exactly that they took part in a settling, the blue colour denotes settling results EX "result:settling result" . The settling has consequences in the leftmost part of the figure; as it is confuse here is an enlargement:
22 2 (beaucoup trop grand) 495 2 [un peu grand]
7 1 (beaucoup trop) 300 1 [beaucoup trop]412 2 [beaucoup moins]497 2 [un peu mal]
Figure SEQ Figure \* ARABE 9 c'est beaucoup trop grand after 2 phases of computation (enlarged detail)
The two effects of the settling are: a) a channel, chanel 22, is created which attests that (beaucoup trop grand) is possible and b) result 495 [un peu grand] is created at the channel. This result is the reason why 'one may say' that (beaucoup trop grand) is possible, that which authorizes this saying. The statute of this authorization is very precisely: that can be said abductively, because there happens to be a particular exemplarist reason EX "exemplarist:reason"to do it; this is exactly what makes the speaker take not too big a risk whith this saying: that it will be accepted and understood in general.
There is one result only at channel 22, this is temporary; at next phase, another one will be created. In general there can be from one to several results at a channel, which attest the segment corresponding to the channel's spanEX "span". Below, the importance, or not, of having several results will be discussed.
Channels 1 to 6 are in red, they are extinctEX "extinction". These, and the structures which depend on them rearwards there aren't any yet in this figure are extinct: they no longer recruit or produce. They are extinct because they bear enough results that settled already. This participates in an overall activity control of the heuristic structure which will be treated in detail below. Channels which stay active are displayed in green colour.
At phase three of the computation, channel 23 (c'est beaucoup trop grand) was created. The entirety of the form is now analysed.
After the computation's end, a query issued against the heuristic structure shows the abductions which were made. The advantage of his new figure is that it displays the agents they were absent in the previous ones. In the jargon of this model the query resquests the model to 'expose' EX"expose" channel 23. It is indeed an exposition of the abductive reasons to find the analysed form receivable.

Figure SEQ Figure \* ARABE 10 c'est beaucoup trop grand after three computation phases
Exposing channel 23 (c'est beaucoup trop grand) span of channel 23 (ph 3) (c'est )(beaucoup trop grand) how ag 531 segments the span [c'est][trop grand] attests the segmentation (finding 684 on record 939) (c'est ) span of channel 18 (ph 1) [c'est] attests as setup term 1614 setting up channel 18 (beaucoup trop grand) span of channel 22 (ph 2) (beaucoup )(trop grand) how ag 208 segments the span [trop][grand] attests the segmentation (finding 678 on record 427) (beaucoup ) span of channel 9 (ph 1) [beaucoup] attests as setup term 138 setting up channel 9 (trop grand) span of channel 2 (ph 1) [trop grand] attests as setup term 628 setting up channel 2 [trop][grand] attests the segmentation (finding 682 on record 693) as per channel 9, already exposed as per channel 2, already exposed
Figure SEQ Figure \* ARABE 11 c'est beaucoup trop grand after three phases, exposition of the reasons
This exposition of the reasons, which was produced mechanically, may be rearranged as follows:
1 (c'est beaucoup trop grand) channel2 (c'est ) (beaucoup trop grand) agent3 [c'est] [trop grand] assembly attestation4 (beaucoup trop grand) channel5 (beaucoup ) (trop grand) agent6 [trop] [grand] assembly attestation7 (trop grand) channel8 (trop )(grand) agent9 [trop grand] assembly attestation10 (c'est ) (beaucoup) (trop ) (grand) installation channels11 [c'est] [beaucoup] [trop] [grand] installation attestations
Figure SEQ Figure \* ARABE 12 c'est beaucoup trop grand after 3 phases, exposition of the reasons rearranged
The new display reveals a tree the root of which is line 1EX "analysis tree". Caution: cases happen in which multipleEX "analysis:multiple", compatible analyses overlap. The unique, univocal treeEX "tree:neither unique nor univocal" is not an obliged theme here.
One observes also hat some paths are longer than other ones. This is not surprising.
One notes that [trop], line 6, attests (beaucoup), line 5 while "trop" also occurs in (trop grand) line 5. These two "trop" are not in the same positions.
One is interested to note that the licensing record EX "record:licensing record" [trop]+[grand]([trop grand] is used two times as a settling record: line 11 and line 6. Syntax presents indeed this recursivity EX "recursivity:of syntax" . It happens, in the example, that, in such two nearing occasions, in these two consecutive assembly steps, the settling record is the same record. It might not be the case (with another plexus, for the same analyzed form). At one of these levels or at both, there might be more than one settling record, with their sets having an intersection (as here) or not. In a plexus as scarce as the one used to compute this example, this type of resource apt to license expansions (named 'expansive gate'EX "expansive gate" above) being comparatively rare, the same gate may tend to be more reused than in a more complete plexus where several of them would be available.
Example c'est beaucoup trop grand, which has just been commented, features assembly steps with two constituents only, whence the "2" in "B2 agent", the agent that makes these assemblies. Agent B2 acts with plexus records which are binary themselves EX "record:binary" .
NUMLGLAUTO B2agent , B3 agent
The model recognizes the necessity of ternary assembliesEX "ternary assembly" along with binary ones. The question of n-arity EX "n-arity" , as a necessity in this model and as a property of branching, accepted or refused among the generativists, is discussed in detail p. RENVOIPAGE _Ref21089807 \h 371. An agent, agent B3EX "B3 agent" is dedicated to ternary branching; we will see it at work in ensuing examples. Its principle of operation reproduces that of the B2 agent, let alone that adjacent channels are now taken by three to make a B3 agent. Settling EX "settling:ternary" then occurs between three results, one in each of the three channels and the settling record EX "record:settling record" must now be a ternary C-type record, that is, one with three constituents.
One will have noted that an analysis as performed by a B2-B3 process is a bottom upEX "bottom up" one. Plausibility so demands, and it cannot go otherwise since there being no explicit grammar, there being no generative rules, it is not the case that we would have a generic rule giving the a priori schemas of a sentence, of the type S ! NP VP whereby a top down process could start.
NUMLGLAUTO Limits and merits of B2-B3
Analysis with B2-B3 does not respect grammatical agreementEX "agreement:neglected by B2-B3"EX "B2-B3:fails on agrrement". Une beau journée is accepted as easily as une belle journée.
B2-B3 also lacks group sensitivity: it has no notion of conjugation groups in French or declension groups in Russian; it abducts inflexions too freely with respect to what speakers do (cf. p. RENVOIPAGE _Ref32134480 \h 169).
It it not surprising that these two defects occur simultaneously, both have something to do with systemic analogyEX "systemic:analogy". B2-B3 fails on agreement and groups because it takes no account of systemic analogy. Agent ANZ (below) takes account of systemic analogy, but it is not capable structural productivity (syntax). In Chap. 5, I show a first association of these two productivities, agent AN2, which is capable of some syntax and observes agreement. But the conjecture is rather that a bettter solution would require a revision of the very structure of the inscriptions: the current design of the exemplarist constructions (C-type record) would not be sufficient.
CoreferenceEX "coreference" in a broad sense (anaphor, relativization, etc.) is not covered. Here gain, an advance on the structure of inscriptions is a prerequisite.
With these limits and in spite of them, B2-B3 has the merit to perform syntactic analysis without categories or rules. It is a concrete application of the proximality principleEX "proximality:used by B2-B3" (cf. Chap. 3). It is an operable implementation of a situated linguistics, productive within contingency. Two attempts, as far as I know, share this character: that of SkousenEX "Skousen" and that of FreemanEX "Freeman" which will be contrasted with this work below.
NUMLGLAUTO Syntactic analysis redefined
What is the purpose of syntactic analysisEX "analysis:synyactic -, its function"? Not to determine grammaticalityEX "grammaticality". The success or failure of the analysis of particular utterance depends on its compability with the plexus, so that there is a kind of de facto grammaticality but we know that its precise definiton is not possible, even in a language as constrained and normative as French is. Even if it were possible it should not have to be done, firstly because it is not necessary within this model, and secondly because it would bring the risk of sterility on variation and on learning.
The final utility of analysis is meaning. As long as the model does not cover the computation of meaning, one is never sure that the attestation of an utterance is made for 'good' reasons. This is the curent limit in this model's development.
When the model's scope will be broadened so as to encompass meaning, it will be possible to observe, hopefully, heuristic pathsEX "heuristic path" directed by meaning, concurrent and simultaneous to ones directed by the form. And also, still hopefully, heuristic paths that associate both.
If this turns out, form and meaning will cooperate in the interpretation. There will be cases in which syntax plays a minor role, thus validating the ancient idea of 'connection' of TesnièreEX "Tesnière:connection". It will not be the prevailence of one onto the other in general. The respective contributions of form and meaning will be a matter of observation case by case.
When I write 'heuristic path', it is not metaphorical; I understand very practically the process of edification (as illustrated above with B2-B3), assited by recruiting processes (which will be studied below). That is, the structures comprising the agents that are created by edification and by recruitment (applying abductive movements), and comprising the associated results produced by the settling process.
NUMLGLAUTO About non-transformation
NUMLGLAUTO Analogies that motivated transformations
Transformations appear in Chomsky's writings publicly in 1957 (Syntactic Structures) and non-publicly as early as 1955 (The Logical Structure, published in 1975 but written in 1955). The reason for transformations is that groups like:
they arrive they can arrive they have arrived they are arriving do they arrive can they arrive have they arrived are they arriving
demonstrate a systematicity for which the theory must provide an account. Now a grammar which is syntagmatic only provides for this poorly only, in any case very far from the simplicity which is expected from a theory. Newmeyer, later will remind us how the introduction of transformations responded to a simplicity requirement.
The examples above are analogies, the same ones as Bloomfield's (cf. supra, p. RENVOIPAGE _Ref22095430 \h 33). So the facts motivating the introduction of transformations are analogiesEX "analogy:motivates transformations"; analogies involving form and meaning even if Chomsky, as we saw it, refuses the meaning content of analogy and thence disqualifies analogy. He will adopt generative rules, and, for what matters here, transformations. Let us call "analogies which motivated transformations" analogies as those above.
How should a theory, which refuses categories and rules and intends to account for productivity with analogy, treat such systematicities? The first idea is that, since the analogies which motivated transformations are analogies, the theory must show how it solves the corresponding analogical tasksEX "analogical task". Facing a question like:
X : Pauline sends the letter :: a toy is offered by Alex : Alex offers a toy
if it responds X = the letter is sent by Pauline (and thousands of similar answers) it will be validated. We shall see this idea followed by ItkonenEX "Itkonen" (p. RENVOIPAGE _Ref21542607 \h 190). This path is not entirely appropriate because it is not typical of the linguistic knowledge of the speaker, it is typical at best of his epilinguistic knowledgeEX "epilinguistic knowledge", or even of his metalinguistic knowledge. This is not what we must account for. We must account for the fact that if a speaker can understand the utterances (a) Pauline sends the letter, (b) Alex offers a toy, and (c) a toy is offered by Alex, then he can also understand (d) the letter is sent by Pauline.
To this end, it is not necessary to operate analogical tasks but to know how to interpret and produce utterances such as (d) by taking advantage of utterances such as (a), (b) and (c). To be more precise, it is not even necessary to have (a), (b) and (c) available, which would already too favourably share all the required terms (the lexical materialEX "lexical material") within the required constructional frames.
NUMLGLAUTO Jean voit Jeanne, Jeanne est vue par Jean
EX "examples:Victor est vu par Berthe"An example will show the mechanism. It bears on the French plexus in which it concerns only an excerpt, it is built on the following constructor paradigms (each line is a C-type record):
1391 j'appelle Jean1392 je vois Berthe1393 je retrouve Victor1394 j'attends Berthe
1395 Victor arrête!1396 Berthe viens ici!1397 Jean ne touche pas à ça!
1398 c'est à Victor1399 c'est à moi1400 c'est à Jeanne1401 c'est à Alfred
1402 Jean est soigné par Jeanne1403 Jean est séduit par Berthe1404 Victor est vu par Berthe
1405 il est soigné1406 il est occupé1407 il est vu1416 elle est vue
1408 Jeanne voit Berthe1409 Victor regarde Jeanne
1410 Alfred marche1411 Jeanne mange
1412 je l'ai vu1413 je l'ai mangé
1414 par Jeanne1415 par Berthe

This excerpt is not isolated in the plexus, the records in it are linked with the rest in multiple manners. It is extracted here only for exposition purposes. Its scope is limited, but it presents the scattering properties which it is useful to illustrate. It contains:
proper names and the pronoun moi which are distributionally similar for varied and converging reasons: direct utterancesEX "direct utterance" like 1408, passive utterancesEX "passive" like 1402 and other ones like 1395 1398 or 1410,
some direct utterances like 1408,
some passive utterances like 1402,
the analysis of two prepositional syntagms 1414 and 1415.
The lexical material is well scattered across all records. It might be more and the reasons for distributional similarity might be even more diverse: the example would only be more tedious with no functional incidence on the result, there would only be a possible incidence on the computation load and on the number of phases necessary to obtain a result.
Tests passed on the model in the example's domain show in various ways that it is productive of direct utterances, and of passive utterances, the appropriate abductive movementsEX "abductive movement" operating in each case on all the resources indifferently, that is, on all the paradigms.
In the test report below, the convention already made still applies: round brackets ( ) denote an analysed form and show its segmentation by a B2 or B3 agent, and the square brackets [ ] apply to C-type records in the plexus which license the form by justifying its segmentation.
Test 1 (Victor) (est vu) (par Berthe)ph. 1 [Victor] [est vu] [par Berthe] direct attestation without any abduction
Test 2 (Jean) (est vu) (par Jeanne)ph. 2 [Jean] [est séduit] [par Berthe] 1st abductive licensing ph. 2 [Victor] [est vu] [par Berthe] 2nd abductive licensing
Test 3 (Berthe) (est vue) (par moi) ((par) (moi)) 2nd level segmentation [Victor] abductive licensing of 2nd lev. constituentph. 4 [Jean] [est séduit] [[par] [Berthe]] 1st abductive licensing of the wholeph. 4 [Victor] [est vu] [[par] [Berthe]] 2nd abductive licensing of the whole
Test 4 (Jean) (voit) (Jeanne) ph. 2 [Victor] [regarde] [Jeanne] Test 5 (Jean vu par Berthe) agrammatical utterance ph.? - 20 phases run with no licensing
In test 4, The move from Jean to Victor is licensed by 1403-1404 which are passive forms, that is, resources of passive (oblique?) forms also serve to license direct formsEX "direct construction licensed by material from oblique construction".
Test 5 shows that the model is sensitive to grammaticality. It will not accept anything and it was good to assess this.
Without any 'transformation', the attestation of a few direct utterances and of a few oblique ones, not excluding other types of utterances and syntagms, suffice to provide a pool of lexical-constructional resources from which to abduct similarities of behaviour.
In this example, forms like (est vu), (est séduit), which are viewed as constituent terms are not in turn analysed into shorter terms, despite such analysis being possible of course. In the restricted scope of the demonstration which is sought, the dynamics is happy whith this "suspension of minimality" (cf. supra). The analysis of these terms is quite unimportant here and would not contribute to the intended demonstration but it would matter from the moment we would undertake in addition to show productivity among foms like voit, verra, vit, a été vu, ont vu, ont été vus, ont été vues, aurait vu, etc.
So the proposition is to abstain defining 'transformation'EX "transformation:their treatment in this model" neither in the sense of HarrisEX "Harris (Zellig):transformation" or of Gross EX "Gross (Maurice)" nor in the sense of ChomskyEX "Chomsky:transformations": the computations applied to the constructional exemplars of the plexus (C-type records) provides for the needs.
The treatment of analogies which motivated transformations may be summarized by the following three clauses: i) the plexus contains exemplars of constructions: affirmative, interrogative, passive, etc., ii) the lexical material is reasonably scattered among them, and iii) ordinary computations are used. This yields effects of cross licensing among the various constrution types. This way of doing may be viewed as another figure of integrativityEX "integrativity" in this model.
As seen from outside, these effects may lead to think that they rest on abstract schemas of passivization applying to direct forms for example but there is nothing of this kind: just abduction based on exemplarsEX "exemplar:instead of abstract schema".
At this point of the development, we must resist the temptation to consider that inscriptions, by their sole "exemplarist" presence indicate the swaps that are possible between terms and their positionsEX "position". Doing so would take us to define positions and thence to stipulate the properties required from their potential occupiers; this would imply the reintroduction of categories which would be a regression as a dynamics of copositionings suffices to account for the systematicities at stake.
The solution which was indicated applies to all analogies which motivated transformations which are numerous: passivationEX "passive", negationEX "negation", relativizationEX "relativization", formation of questionsEX "interrogation", extrapositions of diverse kindsEX "extraposition", etc. Actually, their set is open and it evolves as a speaker changes his speaking habits and his language evolves.
Several recent grammatical theories do not postulate transformationsEX "transformation:transformations absent in recent theories". The first one to dispense with them was the Role and Reference Grammar (RRG) of van Vallin EX "van Vallin" . Another theory doing without transformations is the Autolexical SyntaxEX "Autolexical Syntax" of SadockEX "Sadock" (1991). It is worth noting that both comprise several components, four components each, although they are not the same. They are thus 'pluristructural' because they have several trees which concur in describing the structure of an utterance: each tree accounts for one aspect. None of these structures suffices on its own but their union, succeeds, according to their authors, in accounting for all the useful properties.
Something similar shows up in the more recent proposition of JackendoffEX "Jackendoff:parallel architecture": his "parallel architecture"EX "Parallel Architecture (Jackendoff)" which is also pluristructural and transformation-free.
A variety of transformations is however maintained by Chomsky up to the Minimalist ProgrammeEX "Minimalist Programme" (ChomskyEX "Chomsky:transformations" 1997a) with the operation move alpha.
The suggestion is that the dismissal of transformations is a corollary of a pluristructural modelingEX "pluristructural model". Transformations seem to be wanted when one adopts a univocal modeling approach. The conjecture would be the following one: it is when you want to rule an utterance by a unique tree that you are most prone to introduce transformations.
Pluristructural grammarsEX "grammar:pluristructural" reject transformations, like this model, but not for the same reasons: they make a linguistics of language and acknowledge the theme of theory economy. They succeed in this without transformations at the expense of a plurality of trees. This model in turn, does not make a linguistics of a language but a linguistic of acts, and does not stress theory economy. This allows it to reach its goals without transformations and without having had so far to postulate multiple structures. It is ironical to note that the non-recognition of the economy principle gives birth to a model which is remarkably economical in its way. However, it is fair to note also that the coverage is so far rectricted to morphology and syntax, and not even to the entirety of these yet. It may be the case that the extension within morphology and syntax, and the extension to phonology and semantics, bring pluristructural viewpoints in, without these having necessarily to be embodied in trees that would belong to categorically differentiated planes as is the case with van Vallin, Sadock or Jackendoff.
From all this it follows that deciding whether "the main, declarative, affirmative, active clause is a more basic kernel type, or a more "neutral" pattern in reference to which all other syntactic types may be described", ceases to be a question.
In a plexus, there are propositions of all these sorts. The ability of this speking subject to constitute paradigms that are constructionally homogeneous (paradigms of interrogations, of imperatives, of passive constructions, of utterances topicalized by extraposition, etc. and also of course, paradigms of "main, declarative, affirmative, active clauses"), added to the fact that some terms occur in propositions of various of these sorts, are the base on which abductive computations prove able to licence infinitely many other propositions. Licensing may draw on utterances of any sort in the benefit of utterances of any sort, even if some of these sorts have a heavier cognitive weight and thence license more often, but this is not explained by categories, sorts and rules, not even frequences or probabilities: it is explained by proximal exemplars and occurences, and by proximal abduction.
NUMLGLAUTO John is too stubborn to talk / to talk to / to talk to Bill
NUMLGLAUTO Scope and intent
In Chapter 1, we saw the limits of categories of various sorts, including thematic roles. About the latter, here is an example from ChomskyEX "Chomsky:John is too stubborn" and the associated argument, as reported by AurouxEX "Auroux".
One of the typical approaches of the Chomskyian school of thinking in favour of innatenessEX "innateness" amounts to invoking the lack of another available explanation. It may be circumscribed in the following argument. Argument ab absentia in favour of innateness: X, Y, etc., have property P; now, we have no explanation for property P, therefore, P is generated by an innate mechanism.
One may take as an example the famous argument about John ate which is often found in Chomsky in support of the thesis of the poverty of the stimulus, and which he uses again for example in Chomsky 1990b, p. 36-37. Classically, Chomsky gives the following examples:
John ate an apple
John ate
John is too stubborn to talk to Bill
John is too stubborn to talk toEX "examples:John is too stuborn to talk to"
The argument is about explaining how a subject who never heard (4) may produce or understant it. The empiricist will invoke analogy: (1) is to (2) as (3) is to (4) (suppression of a complement). But, as Chomsky points out, John is subject of ate in (1) and (2), of talk in (3), but not in (4); (4) is a new configuration, therefore something else than analogy is needed to explain that the child understands (4); so, as we do not see how he might understand, it must have to be innate.
Here, I leave Auroux pursue his track he will show that the ab absentia argument is not sufficient to conclude to innateness to myself demonstrate that analogy allows indeed to explain with precision how a speaker who never heard (4) may relate it to inscriptions in his linguistic knowledge. I shall show how this way of making that the already known licenses novelty, recognizes in each case who talks and to whom, in other words, who the agent is.
The way to succeed in this is analogical, but counter to the words of an ironical Chomsky reported by Auroux, it does not lie in trying to see a "suppression of complement" that would be licensed by the fact that (1) would be to (2) as (3) is to (4). Rather, much in the way in which passive was treated supra, it consist in resting on a computations, applied to a set of records in the plexus. It will yield integrative effects which are "naturally" sub-categorizing, they will be respecful of the agentive orientation.EX "agentive orientation"EX "orientation:agentive"
For its processing, this case will be grouped with another classical one: John is easy to please - John is eager to pleaseEX "examples:John is eager to please", which is similar in a way and for that reason integrated into the same experiment. The latter question is known in the literature as that of control:
With "control"EX "control" one refers to regularities of the type: J'ai promis à Pierre de venir / J'ai permis à Pierre de venir (I promised Peter to come / I permitted Peter to come). The subject of the infinitive clause is not the same in both utterances. This difference may not be predicted from general syntactic phenomena because syntax, in this case, rather perceives similarities between the two verbs. The difference then has to derive from individual (lexical) properties of terms promettre and permettre. So the notion of control tells that a defined verb has the power to attribute a defined reference to the null subject of the complement infinitive proposition, by selecting to that end such or such controller: subject or complement in the main clause, this will depend on the particular verb. Milner 1991, p. 18.
The two cases are different but both present the following similarities: i) utterances in which the agent of the second verb is the subject of the first one, and ii) ones in which the agent of the second verb is not the subject of the first one. These critical pairs have the same syntax only if one adopts a formal and categorical vision of syntax. The proposed direction to handle these cases consists rather in recognizing that speakers do not do that because the perception that they have is informed with meaning and they make structure mappings only between utterances that deserve it, taking consideration of their meanings, in particular of the agentive orientation of the verbs.
Example John is , this was pointed ou by Chomsky, has a further interest because it presents a "non-monotonicity" in the following way:
Utterance Who talks(1) John is too stubborn to talk John talks(2) John is too stubborn to talk to someone else talks(3) John is too stubborn to talk to Bill John talks
The agent of talk changes twice as the utterance is prolonged. To make justice to this complication, a model with approximative commutations will not suffice, it must be very precise in the account it takes of something which underlies these utterances. In generativist propositions, this is the phrase structure. It is postulated, explicit, and its very defintion supposes grammatical categories for terminal points (lexemes, morphemes) and categorial labels for syntagms. Without these, its definiton could not even be stated. There is no intent here to deny the phrase structure: something of that kind is obviously at work in the dynamics of language acts. I rather undertake, abstaining from reifying it, to render its effects with simpler theoretical postulations:
inscriptions which refrain from making improper analogies,
the already described abductive movements (the first three ones only contribute here, transposition does not).
What I intend to show with these examples is that if, in the plexus, paradigms make no confusion as to the agentive roles, then no confusion either will be made about new utterances proposed for analysis: the analysis process will find them licensed by licensing records that are compatible with them in this respect. If this obtains, it means that, for this model, the differentiation of agentive roles, if granted once, is then productively prorogated with robustness. This property will be all the more remarkable if it obtains against the severe non-monotonicity described above.
The focus is now placed on a plexus excerpt pertinent for these examples. The example is built in the English plexus in order to be faithful to the utterances, because the contruction with postponed preposition is particular to English. Below, each paragraph is a pexus paradigm; the presentation which is made does not show precisely the graph of the paradigmatic links. Graph structure, and likewise familiarity orientation (here there are none), are not very important in this case as the paradigms are small.
As in the example in the section on "non-transformation" above, the lexical material directly useful in this example is complemented with terms foreign to it and the set of terms thus obtained is scattered among paradigms of different constructions: ones that are critical for the examples and other construction types. This helps making the experiment less ad hoc and enhance its demonstativity. Records contribute in either or both the following ways: i) provide a base for distributional similarity of terms, that is, provide a base for the suggestion of similarities, and ii) provide occasions of constructibility transferEX "constructibility transfer:in example John is too " and of expansive homologyEX "expansive homology:in example John is too " (that is: provide expansive gates) to enable the B2-B3 analysis process.
NUMLGLAUTO Excerpt of the English plexus
The major principle observed in this zone of the plexus is that, for constructions with a second verb (V2), we keep in separate paradigms:
records in which the agent of V2 it the subject of V1 (marked + below) and
records in which the agent of V2 it not the subject of V1 (marked - below).
This gives pairs of paradigms like (P01+, P01-). This principle also applies to constructions which assemble forms that can only be constituents of the previous ones.
Other paradigms, less proximally affected by role differentiation do not undergo this distinction. Their use by the computations will be the occasion of leakage in the "categoricity" which interests us here, but these will be second order and the first order which is guaranteed by + and - pairs will finally ensure well separated results as will be shown.
As an organization measure, the samples below are arranged into 'verbal constructions' and 'non-verbal constructions'. This does not incur that 'verb' has the slightest place in the theory, the reader now understands this well.
NUMLGLAUTO Excerpt of the English plexus, verbal constructions
P01+ [the agent of V2 is the subject of V1]63 Alice is willing to walk Alice is willing to walk
P01- [the agent of V2 is not the subject of V1]98 the job is too big to deal with the job is too big to deal with97 Al is too dishonest to Al is too dishonest to work for work for58 Fido is too big to take away Fido is too big to take away52 French is easy to learn French is easy to learn54 Spanish is easy to understand Spanish is easy to understand
P02+ [the agent of V2 is the subject of V1 (expected on the left)]86 too stubborn to talk too stubborn to talk87 too lazy to work too lazy to work
P02- [the agent of V2 is not the subject of V1 (expected on the left)]55 too big to take away too big to take away56 too difficult to understand too difficult to understand66 too difficult to please too difficult to please
P03- [the agent of V2 is not the subject of V1 (expected on the left)]93 too dishonest to work for too dishonest to work for94 too large to deal with too large to deal with95 too big to deal with too big to deal with
P04+ [the agent of V2 is the subject of V1 (expected on the left)]46 willing to please willing to please45 eager to win eager to win47 willing to walk willing to walk48 trying to understand trying to understand
P04- [the agent of V2 is not the subject of V1 (expected on the left)]43 easy to understand easy to understand44 difficult to do difficult to do53 difficult to learn difficult to learn
P0630 John is serious John is serious31 Alice is stubborn Alice is stubborn57 Fido is big Fido is big32 London is big London is big96 the job is big the job is big91 French is easy French is easy33 Tokyo is too big Tokyo is too big
P0835 meet with Alice meet with Alice36 speak to her speak to her 34 talk to him talk to him90 talk to Pamela talk to Pamela
P1064 I seldom talk I seldom talk65 I often understand I often understand
P1280 I talk to Pamela I talk to Pamela 79 I talk to him talk to him68 I talk talk73 you go you go69 I see I see 75 you accept you accept74 you apologize you apologize
P1381 he is he is82 he will be he will be
P1440 see daddy see daddy41 understand French understand French42 please him please him
P1649 to see to see50 to go to go51 to understand to understand
P2088 to go with to go with89 to work for to work for92 to deal with to deal with
P2261 don't talk don't talk62 don't talk to him don't talk to him 67 don't go don't go
NUMLGLAUTO Excerpt of the English plexus, non-verbal constructions
P5037 too big too big38 too lazy too lazy70 too difficult too difficult
P5271 very stubborn very stubborn72 so difficult so difficult
P5676 happy to go happy to go77 ready to go ready to go
P5859 me and Alice me and Alice60 me and Bill me and Bill
The plexus sample contains the following expansive gatesEX "expansive gate" (cf. section RENV _Ref43139933 \h \* FUSIONFORMAT 3.6.4.2. Expansive gate, p. RENVOIPAGE _Ref43139963 \h 86), the part which is not underlined is the expansion:
too big, (records 32 and 33)
talk to him, (records 61 and 62)
too big to take away, (records 33 and 58)
Several tests were made with this plexus, their results are summarized in the table below, then discussed. For five tests, here is a summary execution report which was mechanicallly produced; it displays a first level detail of the abductive paths leading to the results, that is, of their 'reasons'.
In the reports, the round brackets ( ) still apply to the form submited to analysis and denote its segmentations by a B2 agent or a B3 agent, and square brackets [ ] denote C-type records which license the forms and justify their segmentation.
Mentions at the right are mechanically produced by the model and complement the explanation of its operation. They may be skipped at first reading; they assume the understanding of the detail of B2 and B3 agents which is given in an appendix, p. RENVOIPAGE _Ref43144218 \h 359.
NUMLGLAUTO Test A: John is easy to please
(John is easy to please) span of channel 9 (ph 3) (John )(is )(easy to please) how ag 101 segments the span [Fido][is][too big to take away] attests the segmentation (finding 191 on record 58) (easy to please) span of channel 7 (ph 2) (easy )(to )(please) how ag 60 segments the span [too big][to][take away] attests the segmentation (finding 177 on record 55) (easy )(to please) how ag 96 segments the span [French][is][easy to learn] attests the segmentation (finding 241 on record 52) [Al][is][too dishonest to work for] attests the segmentation (finding 263 on record 97) [the job][is][too big to deal with] attests the segmentation (finding 271 on record 98)
NUMLGLAUTO Test B: John is eager to please
(John is eager to please) span of channel 8 (ph 2)
(John )(is )(eager to please) how ag 63 segments the span
[Alice][is][willing to walk] attests the segmentation (finding 95 on record 63)
(eager to please) span of channel 7 (ph 2)
(eager )(to )(please) how ag 38 segments the span
[willing][to][walk] attests the segmentation (finding 86 on record 47)

NUMLGLAUTO Test 1: John is too stubborn to talk
(John is too stubborn to talk) span of channel 11 (ph 2)
(John )(is )(too stubborn to talk) how ag 110 segments the span
[John][is][ready to accept] attests the segmentation (finding 234 on record 83)
(too stubborn to talk) span of channel 2 (ph 1)
[too stubborn to talk] attests as setup term 169 setting up channel 2
(too stubborn )(to )(talk) how ag 108 segments the span
[too stubborn][to][talk] attests the segmentation (finding 177 on record 86)
[Clara][will be][ready to apologize] attests the segm. (finding 236 on record 85)
[Al][was][too stubborn to talk] attests the segmentation (finding 246 on record 84)
[Fido][is][too big to take away] attests the segmentation (finding 361 on record 58)

NUMLGLAUTO Test 2: John is too stubborn to talk to
(John is too stubborn to talk to) span of channel 17 (ph 5)
(John )(is )(too stubborn to talk to) how ag 293 segments the span
[the job][is][too big to deal with] attests the segmentation (finding 447 on record 98)
(too stubborn to talk to) span of channel 16 (ph 5)
(too )(stubborn )(to talk to) how ag 202 segments the span
[too][big][to deal with] attests the segmentation (finding 439 on record 95)
[Al][is][too dishonest to work for] attests the segmentation (finding 474 on record 97)
[Fido][is][too big to take away] attests the segmentation (finding 477 on record 58)
NUMLGLAUTO Test 3: John is too stubborn to talk to Bill
(John is too stubborn to talk to Bill) span of channel 21 (ph 6)
(John )(is )(too stubborn to talk to Bill) how ag 374 segments the span
[Al][was][too stubborn to talk] attests the segmentation (finding 534 on record 84)
(too stubborn to talk to Bill) span of channel 20 (ph 6)
(too stubborn )(to )(talk to Bill) how ag 210 segments the span
[too stubborn][to][talk] attests the segmentation (finding 530 on record 86)
[John][is][ready to accept] attests the segmentation (finding 619 on record 83)
[Clara][will be][ready to apologize] attests the segmentation (finding 620 on record 85)
[Fido][is][too big to take away] attests the segmentation (finding 651 on record 58)
NUMLGLAUTO Table of results
In the table below, each line is a test: the utterance in the first column is given to the model for analysis.
Column 2 indicates the expected agent of the second verb (V2). Mention "one" stands for the indefinite person.
Column 3 indicates the agent of V2 actually found by the model: it is the agent of V2 in the licensing record, that which settles. The mention is preceded by the number of the computation phase in which the result is obtained.
For each tested utterance, the process is continued well further the first result in order to thest the model's resilience: we would not like discordant results to come up too soon behind a first concordant one. So there are several results per test.
In the last column, an = sign indicates that the obtained agent concords with the expected agent: the model analysed well. This is to be understood in the sense that the model matches the proposed utterance with an analog (the settling record) in which the agentive roles have homolog syntactical manifestations. An X on the contrary indicates that the model found a settling record discordant in this regard.
Mention 'exhaustion' means that the plexus was exhausted: the heuristic process stopped by lack of more data to envisage. The English plexus used in this experiment is small. A larger plexus would not reach exhaustion that fast.

TestExpected agent of V2Ph Agent of V2 obtained by the model= / XA John is easy to pleaseone(pleases John)3 one (takes Fido away)4 one (learns French)5 one (works for Al)6 key (fits with lock)exhaustion====B John is eager to pleaseJohn (wants to please)2 Alice (wants to succeed)exhaustion=1 John is too stubborn to talkJohn(talks)2 John (ready to accept)2 Clara (apologizes)2 Al (talks) one (takes Fido away)===X2 John is too stubborn to talk toone(talks to John)5 key (fits with lock)7 one (works for Al)8 one (takes Fido away)9 one (learns French)exhaustion====3 John is too stubborn to talk to BillJohn(talks to Bill) Al (talks) John (accepts) Clara (apologizes) one (takes Fido away)===XTable 21 John is easy to please, grammatical tests
TestExpected agentPh Obtained agentL John is too stubborn to please (ambiguous test)ambiguous3 one (takes Fido away)5 one (learns French)5 one (works for Al)6 key (fits with lock)X Clara is ready to apologize to (agrammatical test) agrammaticalat phase 8, exhaution without resultY Al is happy to accept with (agrammatical test)agrammaticalat phase 8, exhaustion without resultTable 21 John is easy to please, non-grammatical tests
NUMLGLAUTO Results comment and conclusions
Tests A and B: the obtained agent concords with the expected one. The response is satisfying. Test B was analysed easily at phase 2 and test A was more expensive (phase 5). An optimalist interpretation of this cost difference would be that B satisfies the constraint 'it is preferable that the subject be the agent' whereas test A violates it. Then it would be the case that de facto the plexus embodies something of that constraint without the thing having been sought or prepared. I write in the conditional because this point is only noticed without it being possible to make it a formal proposition; for this, more systematic tests on a larger plexus would be required.
Test 1. Three concordances in phase 2, one discordance in phase 5. The response is well separated and good.
Test 2. Four concordances between phases 5 and 8, then exhaustion. This is good.
Test 3. Three concordances (ph. 6 and 8) and a discordant result, but later (phase 10). The separation is good.
Test L. The utterance John is too stubborn to please is deemed difficult to interpret by four speakers (three from the United States, one from England): they find it hard to determine whether John has to be pleasant or someone else has to please him. Some opt of one conclusion, other ones for the alternate one, and the reasons they give are third order reasons. A model which would do justice to this should settle late and perhaps balance the interpretations. Here, a first result is produced at phase three which is early. The four results obtained between phases three and six all have the same orientation: the model univocally thinks that the point is to please John.
Tests X and Y: two sheer agrammaticalities are simply refused by the model, which is good.
Let alone test L, in which results should be late and balanced to reflect speakers judgements, all other results are good. In its current status, the model is not expected to treat appropriately test L because the difficulty it poses to the speakers is one of interpretation in which agentivity is not the original cause; we should rather see the absence of congrunce between 'too stubborn' and 'to please'; contradictory conditions between the too hinder the easy stalilization of any interpretation. To render this, a more extended coverage of meaning should be a prerequisite.
It has just been shown, in a series of cases which are complex enough, that if we take account of speaker judgments as to the agent of verb 2, and if we respect them by not pretending to make analogous, inscriptions in which the agent is the subject of the first verb and ones in which it is not, these separations in the plexus are productively prorogated with robustness.
There are no more categories or rules than precedingly, here again, it sufficies to rely on exemplarist inscriptions among which proximality conditions are allowed to play. What has just been shown is that the same dynamics as before, can also produce effects of agentive roles (or thematic roles depending on the authors).
Later, to threat these sentences, Chomsky will postulate the abstract pronominal element" PRO:
a subject or an object may be an empty element that is mentally represented. More complex examples show that both simultaneously can be empty elements, as can be expected. Consider sentences (22) and (23):
John is too stubborn to talk to Bill
John is too stubborn to talk to
We understand these sentences respectively as:
Johni is so stubborn that hei will not talk to Bill
Johni is so stubborn that one cannot talk to him
These examples are particularly interesting because the subject of the transitive verb is interpreted differently in both cases: it is understood as designating John in (22) and an arbitrary person in (23). However, these sentences differ only by the explicit presence of the object which is overt in (22), but absent in (23). These strange facts also derive from the binding theory, if we suppose that the "interpreted subject" and the "interpreted object" are in fact mentally represented, as in (26) and (27), which correspond to (22) and (23), respectively:
John is too stubborn [PRO to talk to Bill]
Johni is too stubborn [PROj to talk to Xk]
What I represented here by PRO must be understood as an abstract pronominal element, that is, a pronoun without a phonetic content. The binding theory allows PRO to be binded to John both in (26) and in (27) and another sub-theory, the theory of control, imposes this binding in (26). Chomsky 1981/1984 (retranslated from the French).
To this "abstract element" apply the same critics as those which will be made to the zero element, cf. section RENV _Ref33531086 \h \* FUSIONFORMAT 6.3. Zero (p. RENVOIPAGE _Ref33531086 \h 176). The solution I propose also dispenses with calling on this artifact.
This section has shown how some complex effects, which other theories ascribe to a syntagmatic structure or to various artifacts like PRO or coreference indices, may be rendered more simply by a plexus provided it does not flout speakers' intuitions and by simple abductive movements.
Success in the treatment of the three cases John is too stubborn to talk, John is too stubborn to talk to, John is too stubborn to talk to Bill, despite the non-montonicity (cf. above) in them, shows that the separation of effects does not require to reify structures and to base them on reified categories and rules: they can be obtained with simpler analogical dynamics.
NUMLGLAUTO Amalgamations, article-preposition contraction in French
AmalgamationEX "amalgamation in French" phenomena like, in French, the contraction of an article with a preposition (de + le ! du, à + le ! au, etc.) are an occasion of worry for category-based theories and they constitute a limit of morphemic analysis. Martinet, for example, describes the problem fairly, regrets that it makes "difficult, if not impossible to distinguish the successive 'monèmes' in the utterance", but proposes no solution, be it only descriptive. In theories which, in addition, want their descriptions to be univocal, the dilemma becomes untractable: either they analyse (au)(marché) / (à la)(fête) and miss (à)(un marché) / (à)(une fête), or the contrary. In addition, they have to complexify the system of the lexical categories. Whatever the option, either generalizations are missed, or immotivated options are imposed. This double bind can be broken only by accepting that analyses (structure mappings for us) can happen following the two manners: grouping preposition+article, and also ungrouping them, then allowing the article to assemble with the noun if necessary.
This is what Sadock makes. He mentions the question as, in Hockett, that of the "portmanteau" morphemeEX "morpheme:portmanteau"EX "portmanteau":
The term "portmanteau" was first used by HockettEX "Hockett" 1947 to describe the behavior of French au, which, he argued, had to be seen as a single morph (because it is a single phoneme) which nevertheless represented a sequence of the two morphemes à and le. Hockett correctly noted several advantages in this analysis, including the elimination of a morpheme with otherwise unattested behaviour, i.e. one that took N-bars directly into prepositional phrases, and the provision of an account for a defective distribution of à, which occurs before là but not before le, vis-à-vis the majority of the other prepositions in the language, which occur in both positions. Despite the disarming simplicity and intuitive appeal of Hockett's analysis, it is not one that could comfortably be maintained in theories with a strictly hierarchical relation between morphology and syntax. Several attempts have been made to deny the syntactic complexity of au and to attribute it to a fresh category that otherwise does not occur except in du, des and aux, or to posit new mechanisms of grammar to account for it. Sadock 1991, p. 188.
Hockett's solution being incompatible with a "strict hierarchization between morphology and syntax", Sadock, along the lines of his Autolexical SyntaxEX "Autolexical Syntax" which makes provisions for several trees, each more simple, models the phenomenon with two trees. The structural schema is the following:

PP P NP Det N | | de le livre du W N
Figure SEQ Figure \* ARABE 13 Sadock's treatment of the amalgamation in Fr. de +le ! du
In this way, he makes room for "morpheme" W while rescuing the formulae NP ! Det + N and PP ! P + NP since he believes they are necessary.
Without requiring so complex and so formal an apparatus, the model proposed in this work allows either grouping to be made, or both, contingently and occurrentially, depending on the needs. Its allows this as a consequence of the principle of multiple analysisEX "analysis:multiple" and of the minimality suspension principle EX "minimality suspension:applied to amalgamation in French"which lets terms be defined at various levels without constraining them to any preestablished minimality. An example will show the process better.
The B2-B3 processEX "examples:à la campagne"EX "B2-B3:analysing à la campagne" is asked to analyse form: à la campagne. An analysis by [à] [la ville] is found in phase 2 but, at phase 4, the same form à la campagne is segmented in another manner. RENV _Ref34101484 \h Figure 14 below "exposes" the "reasons" which the model finds to license à la campagne (licensing records are in bold typeface).
"Exposition" of channel 12
(à la campagne) span of channel 12 (ph 2) = form to analyse

(à )(la campagne) how ag 181 segments the span
[à][la ville] attests the segmentation (finding 355 on record 1388)
(à ) span of channel 11 (ph 1)
[à] attests as setup term 264 setting up channel 11
(la campagne) span of channel 4 (ph 1)
[la campagne] attests as setup term 2199 setting up channel 4
(la )(campagne) how ag 178 segments the span
[la][ville] attests the segmentation (finding 350 on record 1383)
(la ) span of channel 9 (ph 1)
[la] attests as setup term 1 setting up channel 9
(campagne) span of channel 3 (ph 1)
[campagne] attests as setup term 2198 setting up channel 3
[la][France] attests the segmentation (finding 704 on record 483)
[à][Paris] attests the segmentation (finding 709 on record 490)
[pour][la France] attests the segmentation (finding 716 on record 353)

(à la )(campagne) how ag 179 segments the span
[à la][ville] attests the segmentation (finding 351 on record 1389)
(à la ) span of channel 10 (ph 1)
[à la] attests as setup term 300 setting up channel 10
(à )(la ) how ag 182 segments the span
[à][la] attests the segmentation (finding 226 on record 40)
[en][France] attests the segmentation (finding 707 on record 491)
[en][ville] attests the segmentation (finding 711 on record 1385)
Figure SEQ Figure \* ARABE 14 Analysis of à la campagne
In another plexus, the order of the licensed segmentations could be different: form à la campagne might be licensed first and stronger by an amalgamated record, or might be simultaneously licensed by two records, one amalgamated and the other not amalgamated. This is contingent and depends on the congruency between a particular plexus and a particular form.
In the example as it was computed, form à la campagne happens to be segmented as (à)(la campagne) and concurrently asEX "double analysis"EX "analysis:multiple" (à la)(campagne). Each segmentation allows different licensing records to play. Segmentation (à la)(campagne) is licensed by [en][France], [en][ville], it could also be licensed by [au][Canada] in comparable cases.
I now conclude that: i) the model is non-sensitive to the article-preposition amalgamation which it treats by a double analysis; licensing may be made by records with amalgamation and by records without amalgamation; ii) therefore, the phenomenon of amalgamation does not constitute an obstacle to reach faster the records which are closer to the task's terms, iii) when the model will be extended to treat meaning, the computation of meaning will thus have the best sources available, that is, those which have the greatest congruence with the argument, no matter this anomaly.
Similar behaviours obtain with other types of amalgamations. The means utilized to obtain these results are non-specific. Multiple analysis which is used here also serves in cases whithout amalgamation.
In summary, when the question arises to relate a new utterance to its best analogs, that is, the closest ones, those which provide for interpretative bases in meaning computation, accidents like amalgamations with a diachronic phonetical reason, or numerous other anomalies whatever their reason, tend to become indifferent.
Thence, in a linguistics of the dynamics concretely at work in a particular speaker, spending time trying to figure out with what components du and au are made up become futile. The smaller branches which would subdivide these bottoms of trees (or lattices) are useless.
The case just exposed can also be construed as an expression of the proximality principle or of the avoidance of totalism: it ceases to be necessary to have a unique analysis frame which would exhaust the set of all phenomena and anticipate all local complexities. Local and occurrential connections which look almost ad hoc obtain with the combined play of mechanisms which are not ad hoc at all: they are non-specific.
NUMLGLAUTO Questions not addressed in this chapter
The treatment of reception acts has been restricted to formal analysis because interpetation requires meaning issues to be covered, and they are not in the perimeter of this work. For the same reason, acts of production could not be treated either.
Anaphor, relativization, and coreference more generally have not been covered. Remote dependencies are not treated. The conjecture is that the current structure of the C-type record does not suffice: it is too simply harrisean.
Agreement and concord were not treated because the apparatus of structural analogyEX "analogy:structural analogy" alone does not have that power. A step in this direction will be done in the next chapter by involving systemic analogyEX "analogy:systemic analogy".
NUMLGLAUTO Conclusions on structural productivity
The general frame for the dynamics which was defined in Chap. 3 has been applied to analysis: the present chapter began with the redefinition of analysis as a dynamics of staggered structure mappings, then an implementation was provided with agents B2 and B3.
The dynamics demonstrates a base productivity in about the same domain as that of first period Generativism (Aspects, Syntactic Structures), but this productivity is based on exemplars and uses proximality. It produces effects of syntagmatic structure without positing a reified syntagmatic structure, which is more flexible and has several advantages.
It is not affected by cross-categorial homonymy which is solved easily in context.
It produces systematicity effects between sentences of different types without requiring a transformational apparatus: dispersion-distribution of the lexical material across sentences of different types suffices to systematicity.
Concerning inscriptions which are formally analogous but in which agentivity is differently disposed (easy to / eager to), provided that they are not made directly analogous in the plexus, that is, provided that speaker judgments are respected, these separations are productively prorogated; in each case, novel utterances are licensed by inscriptions presenting compatible agentive orientations. This provides a correct base for ensuing interpretation.
In another example, the same prorogation obtains with precision and robustness: it is not compromised by the non-monotonicity of too stubborn to talk / to talk to / to talk to Bill. The response of the model externally seems to be categorical, but the means to obtain it are not; they make minimal postulations, in any case much weaker ones than do other theories which address linguistic productivity with precision.
The same dynamics also succeds with amalgamations (ex.: de + le ! du in Fr.) with flexibility, and with an apparatus which is non-specific.
It integrates sparse and heterogeneous inscriptions, and therefore, it is favourably oriented to explain acquisition (the demonstration was not made in this chapter, it will p. RENVOIPAGE _Ref42922818 \h 247).
I conclude that the model is satisfying for a substantial part of syntax, and for analysis.
Without drawing on the corresponding devices of the grammars, the dynamics based on transitivity, constructibility transfer, and expansive homology, produces a number of grammatical effects: category effects, regularization effects, syntagmatic structure effects, tansformation effects, effects of thematic role, effects of structure multiplicity (Sadock, van Vallin), etc.
They are obtained by productive "a-grammatical" mechanisms, although they are externally analysable as grammatical. At this point already, many points of grammar appear therefore not to be prerequisites to the explanation of the dynamics, but rather as effects of the latter. More will be shown in the following two chapters.
Chapitre NUMLGLAUTO Systemic productivity

Systemic productivity is a dimension of linguistic productivity which has not been well identified. Current theories only grasp it as being in the margins of structural productivity the latter very much apparent by contrast and systemic productivity is touched only indirectly, either via morphology, or via syntactic features smuggled in to address some of its consequences: agreement or concord. Either way, systemic productivity is not studied for itself. From this unfortunate elision, there follows, in the first case, stopgap conceptions like improper derivationEX "improper derivation" for example, and in the second case, an inadequate treatment of systemic anomalyEX "systemic:anomaly", and in both cases, an approach which is categorical and this is not desirable as has been shown.
This chapter: i) defines systemic productivity, ii) approaches it with analogy, identifying for its treatment the abductive movement by transitivity, and the abductive movement by transposition, iii) defines agent ANZ as the kernel piece of its treatment, iv) applies agent ANZ to five examples, v) proposes a direction to treat the question of agreement and discusses it.
NUMLGLAUTO Systemic productivity, definition and explanation
NUMLGLAUTO Systems as the locus of a specific productivity
The question of linguistic productivity being posed, it is envisaged spontaneously as the ability to utter (and receive) novel assemblies. This vision is necessary and was the subject of chapter 4 where I accounted for it mainly with structral analogy EX "structural analogy"and the abductive movements by constructibility transfer and expansive homology.
But in considering linguistic productivity solely as a question of assemblies, one neglects to see that the placement of a form in a pluridimensional paradigm (that is, a system like the verbal paradigm of a Romance language), is a productive process in itself.
I understand 'placement', in reception, as the assignment of a place in a paradigmatic system to a given form, and in emission, as the attribution of the appropriate form to a given place. The notions 'paradigmatic system' and 'place in a pradigmatic system' are provisory, what follows being a critique of them; and the conclusion will be precisely that we must produce system effects (without reifying the frames that would define the systems), and consequently to produce the corresponding effects of placement.
As a first approach, the question of the placement in a system roughly amounts to recuperating the 'semantism' that would be associated with a place in the system. We know what it turns out to be: the mapping between places in systems and their associated meaning (meanings) is contingent and complex. This is true for example, of the 'semantism' of verbal tense, as it is for definitness, number, etc. Contingent and complex as this association may be, it nevertheless has an unescapable function in interpretation, because it helps locate terms that are similar in the sense that they are 'of the same place' and it is exactly via the similarity of their 'locality' or placement that interpretation may deploy its abductive paths.
The domain of systemic productivity encompasses all systems, that is, all the tables which may be established in languages so that, for any pair of lines, for any pair of terms picked up from these lines in the same columns, the meaning ratio in this pair is the same as the meaning ratio in another pair picked up in the same lines and in another column. Likewise after premutation of 'line' and 'column.
To begin with, systems are verbal systems and declension systems which are usual. Systems also encompass a vast number of tables which receive less attention because they are less usual or concern fewer forms, like the following ones in French:
S1la leune un
S2mieux pire plus grandbien mal grand
S3plus autant moins plus grand aussi grand plus petit / moindremajeur mineursupérieur égal inférieur
S5après suivant avant précédent
S5avant ensuite hier plus tôt tôt plus près recule lors, alors aujourd'hui en mm temps à égale dist. reste sur place après auparavant demain plus tard tard plus loin avance
S6dans dedans intérieur entrerhors (de) dehors extérieur sortirà côté de à côté proximité passer
S7vite / rapidement soigneusement / avec soin bienrapide soigneux bon

The dimensions of systems are grammatical categories like gender, number, grammatical tense, and person. They may also be a set of what a categorical description would call 'lexical class', like the rows of system S7 above which are Adv. and Adj.
NUMLGLAUTO Explaining systemic productivity
In a small system, systemic productivity may be considered a small problem: speakers learn it by rote and there is nothing more to it. The explanation of ensuing acts of emission and reception would be covered in this way. At the lower extreme, the smallest possible system is a two-by-two system, that is, a systemic analogy. The speaker forms a systemic analogy and nothing more: once formed, he can use it.
However, this does not explain the possibility of extension of a system, be it a durable extension by conventionalization of more forms that append to the system, or an occurrential extension. One example would be the possibility of metaphors, which is always open.
Neither does this provide a base to the differential process of meaning recuperation.
In a large system, all these reasons still hold to disqualify a 'learning by rote' explanation, but moreover it is just no longer possible to learn by rote, because of the size of the system.
We know that morphology (occasionally syntax) takes over, in the very measure of the system's size, by installing in the overt form some marks (affixal marks for example) which guide the placement of forms in the system. This is an empirical fact. In what does it constitute an explanation that would nullify the need to envisage a properly systemic productivity?
NUMLGLAUTO An explanation by structural productivity does not suffice
Then, for instance in a verbal system, the attention focuses on a morphological schema like: verbal base + inflection ! inflected verbal form.
The question of a possible systemic productivity would then be moot because it would be replaced by structural productivityEX "structural productivity". A replacement as simple as this presents many obstacles.
This schema does not explain the alternation of bases because it does not do justice to a fact like, in Fr.: irai is to vais as mangerai is to mange .
This schema also fails with groups (conjugation groups, declension groups, etc.). Neither does it apply to forms occupying more than one place in a system: fais, in written Fr., is a first person or a second person.
This schema cannot apply to systems S1 to S7 above, which present little or no morphological regularity.
Systemic productivity takes place despite structural anomaly, therefore it cannot be explained by structural dynamics alone.
NUMLGLAUTO Explaining with a dimensional frame
Theories then usually postulate a dimensional frame which underlies the system: they reify the system. For example, in the Fr. verb: a tense-mode dimension, a person dimension, and a number dimension are postulated. The frame is assumed to be given and it is spontaneously presented (this is not always made explicit) as explaining the system and its operation. This analysis is the classical one in pedagogical grammars, but these grammars are intended for speakers who already have a certain command of their language. It is also the analysis made by modern theories (generativism, HPSG, etc.) which renewed it with syntactic features. Forms are assumed to be determined by three features, one for each frame dimension, and the feature values assign a form a place in the system.
As a descriptive means, such a frame is comparatively efficient (with some defects), but is not explanatory.
NUMLGLAUTO Defects of the frame
The frame does not explain the anomaly of forms
Syncretism and the alternation of bases remain as formally anomalous residues.
Now, despite formal anomaly, the forms find their place in the frame, and this set operates smoothly: speakers perform placement even when the 'base + inflection' schema cannot support the placement process.
One may object that in French the obligatoriness of the personal pronoun partially compensates for anomaly and syncretism. However, in Spanish, pronouns are not used in current practice and this does not prevent anomaly:
pres. ind. 1S fut. ind. 1S pret. ind. 1Sir (go) voy (I go) iré (I shall go) fuí (I went)ser (be) soy (I am) seré (I shall be) fuí (I was)hacer (do, make) hago (I do) haré (I shall do) hice (I did)andar (walk) ando (I walk) andaré (I shall walk) anduve (I walked)cantar (sing) canto (I sing) cantaré (I shall sing) canté (I sang)
Likewise in Russian, in Basque, and in many other languages with the categories person and personal pronoun, but eliding personal pronouns, formal anomaly is not an obstacle to systemic productivity.
The frame assumption does not explain the anomalies of the frame itself
Such anomalies are numerous.
In systems S1-S7 above, there are many unoccupied places.
Imperative in French does not have persons 1S, 3S, 3P.
In Fr., there is no compound past subjunctive, no anterior future conditional, etc. To account for the fact that not all pairs (tense, mode) are attested in French, Gross proposes to substitute tense and mode with a tense-mode category which would de facto sanction those of the pairs which are attested. This measure is prudent and wise but it fails to do justice to data like j'aurais vu : je verrais :: j'ai vu : je vois. That is to say: between tense and mode in French, there is a partial categorial orthogonality, certainly incomplete, but which is not nothing. Therefore, the theory underlying Gross's decision (and which he leaves non-explicit) misses a 'local generalization' if one may say so.
The French definite plural article les is neither masculine nor feminine.
Etc., examples of anomalies of the frame are numerous.
We see that the system of the places itself (the frame) is more a matter of empirical observation than one of postulation, and that the systematicities which it offers are partial only; it is the case well before the forms that it hosts are found morphologically regular or not.
The frame does not explain learning
Postulating a multidimensional frame does not explain how children gradually build up a pluridimensional ability either. The reason for this is a fact that has already been stated in Chap. 3: the learner must integrate sparse and heterogeneous data, and positing a frame is simply positing the contrary.
In a large paradigm, speakers never really acquire the same ease in all points of the domain. Even for an educated adult, at its margin (seldom used forms of seldom used irregular verbs) there are hesitations and gaps. For a speaker of French, the tridimensional system of the verb is ideal and its margin never really gets comfortable; either it remains a zone or free variation or, to comply with a norm, the speaker uses a Bescherelle.
This is not compatible with an explanatory schema like innateness plus parameter setting. In the case under discussion: innateness of paradigm dimensionality plus setting the right dimensions all at once.
Postulating the frame does not explain language evolution
As in any categorial theory, having postulated a frame (the dimensions of which are categories) it is impossible to show how it may undergo progressive alterations and therefore evolve.
The frame is not appropriate because it is partonomic
EX "partonomy"Finally, postulating a frame requires the forms in it to be attributed properties which are coordinates in the frame (for example: tense-mode, person, number). Doing this would be accepting categories (which we do not want) and would be a handicap in building an isonomicEX "isonomy" dynamics (which we want). This reason is a general reason but it is an important one in the approach we are taking.
Finally, the frame is not explanatory, an antecedent explanatory mechanism is required
To sum up, if we stick to a pluridimensional frame, there is a description problem since real systems often do not even observe it, and it is difficult to explain a verbal system, i) as the contingent product of a history, ii) as learnable, iii) as useable and serviceable for the speaker when the latter does not have an available theory of this verbal system.
As we have not taken advantage of systemic analogyEX "systemic:analogy", this particular productivity remains unexplained. There is therefore a productive mechanism which is antecedent to its partial sanctioning by morphology, and it is not suitable to postulate a preexisting frame which would explain how the learning speaker makes the right form-meaning associations.
NUMLGLAUTO Systemic productivity as the dynamics of systemic analogy
The refusal of syntactic features leads us to seek an explanation by a genuine systemic dynamics, that is, a dynamics which should be exemplarist and isonomic as is that which accounts for structural productivity in the previous chapter.
This new dynamics is conceptually distinct from structural productivity, but as both operate together, complementing one another, and taking over from one another, it is not always easy to perceive what belongs to each.
The systemic dynamics is based on systemic analogy: it is based on the assumption that, at some point in his learning history, the young speaker becomes capable of making some analogies like:
va : vais :: vient : viens vient : viens :: est : suissommes : suis :: jouons : jouesont allés : est allé :: sont venus : est venusont : est :: sommes : suis
These elements of linguistic knowledge are exemplarist systemic analogies. Their number is modest because each has a certain cognitive cost. The young speaker makes a certain number of them, not a very great number. He does so without the availability of abstractions like 1P, 3P, indicative present, future, singular, plural, verb "aller", verb "venir".
We assume then that these elements can undergo the abductive movement by transposition. This assumption is not theoretically very costly: it is entailed by the definition of systems (cf. supra). These elements can also undergo the abductive movement by transitivity. The two movements then allow the unitary analogies above to enter an integrative dynamics. Starting from the initial systemic analogies, this dynamics has the final effect as we shall see in detail below of producing a large number of other analogies by abduction, under conditions which are cognitively more economical.
This progressively renders effects of pluridimensional systems.
Naturally, the pluridimensional system 'preexists' the learning speaker; it is obviously not he who establishes it. He is simultaneously the beneficiary of the mother tongue and dependent on it. Gradually, he must comply with it if he wants to understand, to be understood, and to become an esteemed member of his speaking community.
But he does not get hold of a system with three coordinates all at once. It is not a 'take it or leave it' matter. If it were, French would have a perfect infinitive, a supine, an ablative, etc. It is necessary that the conditions of this appropriation allow it to be a progressive and incremental process. It is not the case that it has to be taken to any predefined term except, in constraining pedagogies, the learning of tables that are preestablished and presented as an ideal norm. In a more spontaneous exercise of language, something of the ancestral inheritance reconstitutes itself; the acquired knowledge complies with the inheritance in the very frequented parts of the paradigms and, in the less frequented parts, remains an occasion for hesitations leading to bolder abductions, and these in turn occasionally give birth to variant creations.
The perspective is reversed. A categorial theory would postulate a tridimensional analysis frame, of which it should then have to explain the gaps (defectivity, i.e. unoccupied places, syncretism, alterations, anomaly); it would have nothing to say about the evolution of the frame. Here on the contrary, we start from the acts and from operating mechanisms which are explanatory right from the beginning. Exemplars are primary, as is the abductive computation which uses them; and the possibility of describing the system which the young speaker constructs, and in which he becomes productive, is recuperated as an effect of the base dynamics.
Adopting a dynamics as an explanatory schema of this type has many advantages, as we can see:
a plausible discourse about learning becomes possible.
the progressive way a verbal system is built in its dimensions is better explained.
room is made for allomorphy, syncretism and groups as a cognitively motivated residue of a regularization process.
inflectional morphology is better positioned: it can sanction a pluridimensional system without having to do so entirely and its role is second in time, and causally second, even if, once the language has been learnt, in the adult's knowledge, this role becomes very important.
the 'failures' in the learning process, or its residues in the margins of the system, make room for its possible evolution.
Systemic productivity is thus based on transitivity and on transposition. It shares transitivity with structural productivity, but transposition is proper to it: structural productivity is not concerned with this movement.
Systemic productivity assumes some hypotheses concerning the inscriptions that support it. Some of this will be made clear in the course of this chapter and the topic is more technically addressed in an appendix, section RENV _Ref45167717 \h \* FUSIONFORMAT 12.9.2.1. Linguistic paradigm, system, dimension (p. RENVOIPAGE _Ref45167717 \h 309). In this model, systemic productivity is implemented by agent ANZ, the architecture and operation of which are now about to be explained with examples. A more formal statement is made in the corresponding appendix.
NUMLGLAUTO Adverbial derivation in French, a process using one paradigm only
Consider a task of the type: "find X which is to Y as A is to B", in which Y, A and B are terms. Let us call this 'analogical task'.
In ABS, the agent that solves an analogical task is agent ANZ: it produces Xs which are to Y as A is to B. The Xs it produces are called 'analogisands' of Y, A and B. The set of three terms Y, A and B define the analogical task, it defines the duty of an ANZ agent. The mutual positions of these terms matter: tasks ANZ (Y, A, B) and ANZ (A, Y, B), for example are not the same tasks. Saying that terms Y, A and B are here 'copositioned' is not saying anything else. Any ANZ agent has a duty which has the form (Y, A, B).
A first agent undertakes the analogical task which is that posed by the problem. Then it recruits more agents of the same type, which in turn recruit more agents, etc. Each such recruitment attributes to the commissioner agent a duty which is equivalent let alone an abduction step to that of the client agent (the recruiter).
So every recruited agent has a duty which is transitively equivalent to that of the initial one, but, with the distance, there may be a drift. It is a drifting transitive determination.
Here is now a summary definition of the operation of agent ANZ; il will appear clearer with the ensuing examples and is formalized in the appendix. An ANZ agent may, in a favourable case, contain in its duty data which settle immediately: two of its terms are equal. When this is the case, it raises a finding the content of which is the third term of its duty. In addition, an ANZ agent applies the abductive movement by transitivity by making a step in the paradigm in which it operates, this takes it to recruit more agents. Finally, an ANZ agent applies the abductive movement by transposition; for this, it transposes the roles of the arguments in its duty, this also causes the recruitment of more commissioner ANZ agents.
A first simple example whill show the operation. Let us assume that, during the course of a broader linguistic act, the need arises of a term which is a little like soigneux, a little like habilement, but not really any of these two terms. Rather, it is to soigneux as habilement is to habile. This is an 'analogical task' such as defined above and an ANZ agent is recruited to produce the corresponding result X:
X = ANZ ('soigneux', 'habilement', 'habile' )
To solve this task, the model uses one paradigm only, that of the figure below. This holds for the plexus used in this experience. With another plexus, the tracks to a solution might be different.
The paradigm that is used contains regular derivations of French adverbs by suffixation of ment, but the model does not "know" it in the sense that it just records systemic analogies among the forms and ignores morphology, even if the latter is apparent of course to the human reader. The paradigm also comprises the adverb phrase avec soin which occupies a place in this analogical system even if it is not devived with -ment.
Processing regular adverbial derivation by enumerating records in this way is not very smart or very productive: the least ambitious linguistic model is expected as one of its first accomplishments, at least to apply such processes with some systematicity. The previous chapter shown how morphology and syntax were handled, and this case could be approached following the same schemas, but here, the intent is to demonstrate systemic productivity and any set of forms can always be envisaged in ignoring their formal regularities. Moreover, if, with Langacker, we refuse the 'rule-list fallacy' (supra) it is expected in the Analogical Speaker that the plexus should contain inscriptions of that kind.
The model finds the two following results (strengths in column 1 were introduced in Chap. 3; they indicate that the first result is more economical):

Figure SEQ Figure \* ARABE 15 Paradigm habile-habilement

Strength Result
.73 soigneusement .66 avec soin

The plexus contains potentially these two solutions; the model finds both. Soigneusement is found first because the connectivity of the paradigm is such, and the prepositional phrase avec soin is found right after. In a plexus corresponding to a different speaker the order might be different.
To reach these results, the model used the agent tree below:
Agents are displayed in straight characters and products (findings and results) in italics. Agent numbers are followed with their strengths, then with the terms that constitute the agent's duty. Product numbers are followed with the product strength, then with the term associated to the product. Note for example agent 10 which raises finding 3: avec soin, causing the delivery of result 4: avec soin at the root channel. Note also numerous agents (eg. agent 7: soigneux mal mauvais) which are envisaged by the computation but lead to no result.

Figure SEQ Figure \* ARABE 16 Agent tree

This heuristic structure is a simple one. It does not present any occasion of reinforcement: each result is merged from one finding only.
One may judge that this paradigm is a toy paradigm: it contains seven adverbs only when in French there are several thousands. What would happen with a more realistic one? What if the records useful for the task were more remote instead of being at a distance of two links as in the example? This question has several aspects, some of which only can be discussed at this point: i) nothing imposes that a single monster paradigm be built with thousands of French adverbs, the integrative cooperation of multiple, smaller, heterogeneous paradigms may do (cf. infra a gloss about integrativity), ii) if the records were more remote, the strengths of the results could well be lesser and this could be desirable, iii) several paths ganging up and the resulting reinforcement could increase the strength of the result, iv) familiarity orientation (cf. section RENV _Ref43086893 \h \* FUSIONFORMAT 12.8. Familiarity orientation), much reduces the number of heuristic paths that are envisaged, v) the introduction of structural productivity (here morphological) as seen in the previous chapter, would open up different paths and the discussion would be a different one, vi) finally, there might arise dynamics so heavy as to be untolerable and impossible to ammend, which would tend to refute the radical non-categoricity assumption, and to suggest that brains really have some other ways to do.
This example helped us introducing the dynamics progressively but it does not constitue by itself a very fascinating achievement. A task involving two paradigms is more interesting and more demonstrative.
NUMLGLAUTO French verb, two paradigms playing integratively
EX "examples:French verb"The analogic task posed to the model is now:"find X, which is to va as venir is to vient" or X = ANZ ('va', 'venir', 'vient' ).
The model finds one result:

Strength Result
.59 aller

This result is good and the only possible one in French.
To solve this task, still for a given plexus content, ABSEX "ABS:integrating two paradigms" used two paradigmsEX "paradigm:two -s used integratively". The first one associates forms of verb aller (to go) with their homologs for verb venir (to come):

Figure SEQ Figure \* ARABE 17 paradigm of vais-viens
The second paradigm, for a set of verbs, associates their infinitives with their third person singular of the present indicative:
Figure SEQ Figure \* ARABE 18 Paradigm of venir-viens

With a different plexus, the inscriptional resources serving the same task could be very different: this is an occasion to show in a concrete example the question of inter-speaker variation already alluded to in section RENV _Ref44477047 \h \* FUSIONFORMAT 3.5.2. Determinism, idiosyncrasy, normativity, p. RENVOIPAGE _Ref44477047 \h 75.
Please note that the two paradigms have very heterogeneous structures:
paradigm what oppose the two what changes between terms in a record two linked recordsfirst paradigm base aller - base venir tense + person + numbersecond paradigm person 1S - person 3S base
Table SEQ dddd \* ARABE 7 Contrasting the structures of the two paradigms
The diagram below displays in a synthetical form the development of the computation; it is limited to the branches that contribute to the result.

INCORPORER PowerPoint.Slide.8
Figure SEQ Figure \* ARABE 19 The mechanism of agent ANZ shown on an example
The process EX "agent ANZ:mechanism shown on an example" begins with pair va, vient (the 'current pair') which is attested in a record. This record (the 'current record') belongs to a paradigm (the 'current paradigm'). The spare term (venir), that is, the term which does not belong to the current paradigm, is set aside. Neighbour records in the current paradigm are explored, causing the evolution of the current pairEX "current pair" (this drawing is restricted to the paths leading to the result but numerous other paths are explored, as the agent tree below shows).
All along the process, two conditions are watched in newly created agents: the settling conditionEX "settling:condition for agent ANZ" and the positioned resetting condition EX "positioned resetting:in agent ANZ" . For a general introduction to positioned resetting, please cf. p. RENVOIPAGE _Ref21091008 \h 206.
The settling condition is met when two of the three current terms are equal. When this happens, a finding is raised.
The condition of positioned resetting is met when the agent's analogy (that which underlies that agent's duty) transposes, that is when the pair formed with the term in position B within the current pair, and the spare term, is attested in the plexus. Then the current agent recruits another one and this opens up a new branch in the heuristic tree.
Here is now the agent tree which was used in this task.
Figure SEQ Figure \* ARABE 20 Agent tree
There is not yet any effect of reinforcement EX "reinforcement" because one agent only (agent 7) finds the settling condition. It raisesEX "raising:agent ANZ" the finding EX "finding:raised, on an example" 1 which will cause the deliveryEX "delivery" of result 2 at the root channelEX "channel (in ABS):root channel". Here again, numerous recruited branches lead to no result: they do not meet the settling condition.
A positioned resetting occuredEX "positioned resetting:in agent ANZ". The corresponding edge is drawn in bold.
Envisaged globally, the duty of the agent at the source of this edge (agent 2, the client agent) and that of the agent at the target of this edge (agent 3, the commissioner agent), both consist of the same terms. But in both agents, the terms hold different rolesEX "role:changing upon resetting": they are each time in different positionsEX "position:occupied by a term", which justifies the phrase positioned resetting.
Positions Y and A are exchanged but position B conserves its occupier when resetting takes place. Position preservationEX "position:preserved by agent ANZ" is key in the efficiency and flexibility of computations in ABS. Linguistic positionality is conserved form end to end in the computations and this finally relates the results to the intial terms of the task in a coherent and correct manner. ChannelsEX "channel (in ABS):contributing to positionality" are another means to serve the same end but they are not used by agent ANZ.
NUMLGLAUTO Integrativity
EX "integrativity"Leaving now the intricacies of the detail operation for a more significant topic, it is important to note in this example how two paradigms concur to produce a result. Each one is comparatively poor and not very useful if considered on its own. Used together in conjunction, they acquire a greater operational power.
Agent ANZ integrates the effects of partial paradigmsEX "paradigm:partial -s integrated". This holds not just for agent ANZ but also for the other agent types which all have an integrative effect, and it also holds for ABS generally which integrates the effects of agents of different types. The question of integrativity will be developed in section RENV _Ref21089568 \h \* FUSIONFORMAT 7.4. Integrativity (p. RENVOIPAGE _Ref21089568 \h 207), when more mechanisms will have been exposed.
NUMLGLAUTO Positioned resetting
EX "positioned resetting" In the preceding example two paradigms are used: the computation begins in a first one, then continues in the second one. At the point it enters the new paradigm, a resetting takes place. The most usual computation steps prolong a followed abduction path within a same paradigm, as above in the example about adverbial derivation. A process performs a resetting when something different happens. Upon resetting, the abductive thread makes an abduction step which is not just prolonging a track in a paradigm.
Resetting must be positioned: the copositioning constraints that hold between the agent's arguments must be observed. This is a little difficult to explain but it is important. The agents of this task (all ANZ type agents in this case) have three positions EX "position:characteristic -s of an agent" symbolically named Y, A and B (the green columns in the synthetic diagram above). The position names come from the statement of the analogical task: "find X which is to Y as A is to B" which is now usual. In a computation step which crosses a paradigmatic link, pairs extracted from the plexusEX "plexus" follow one another in positions A and B. In a resetting, the movement is different, the three terms, temporary occupiers of positions Y, A and B, globally remain the same but position Y and A exchange their occupiers: this is the application of the aductive movement by tranpositionEX "abductive movement:by transposition defined p. RENVOIPAGE _Ref24361307 \h 87. It is a redistribution of roles which takes place in a precise and motivated choreographyEX "role:roles redistributed". This is what it means to say that copositionings are observed.
In the case under discussion, the second paradigm is different from the first: so resetting could be named "change of paradigm" EX "change:of paradigm" . This is not done because it is not always the case: the example below will contain a resetting which is a move into another record of the same paradigm, but with a reassignment of the roles. In the previous chapter, the shifts between levels during syntactic analysis, because their schema is something else than the mere crossing of a parafigmatic link, can also be called a 'resetting' and they are also 'positioned'.
The notion of 'positioned resetting'EX "positioned resetting:key to integrativity" is central: it is one of the keys of productivity by integrativity. The subject will be discussed again.
NUMLGLAUTO Recruitment and edification
In syntactic analysis with the B2-B3 processEX "B2-B3" (previous chapter), the heuristic stucture, that is, the set of agents and channels, was built according to a process of edification EX "edification" . Edification progresses forward (towards the left of the figures and is sensitive to field data. In the case of B2-B3, field data is the beginning and the end of a substring of the string being analysed; these two numbers characterize a channel of the B2-B3 process.
In the analogical task performed by agent ANZ (this chapter), the development follows a different method: recruitmentEX "recruitment:vs edification". Recuitment progresses rearward (towards the right of the figures), starting from a unique point: the root channel, and is not sensitive to field data.
Recruitment is discused in detail p. RENVOIPAGE _Ref22492986 \h 334 and edification p. RENVOIPAGE _Ref22493051 \h 339, where a table contrasting both is also proposed.
NUMLGLAUTO Auvergnats and Bavarians, resetting in a same paradigm
NUMLGLAUTO The task and the resources it uses
EX "examples:Auvergnats and Bavarians"The analogical task posed to the model is now:
Find X, which is to Français as Français is to Européen
X = ANZ ('Français', 'Français', 'Européen' )
This task uses one paradigm only, which is presented below. Its principle is that the leftmost term is a national membership or an administrative or territorial membership, remind that analogy elides the predicate which is contained while the rightmost term is one which contains the latter.
A thing like 41 A Auvergnat Français is a C-type recordEX "record" of the plexus. It is record number 41. The edges are paradigmatic linksEX "paradigmatic link". The two records 42 and 39 with the link between them, read as follows: "Bourguignon is to Français as Français is to Européen".
All records are type A records, which means that each contains two terms without their forms being necessarily related or reflecting overtly the ratio between them.
This paradigm tells nothing more. In particular, it tells nothing about the essenceEX "essence" of territorial entities, about political units, citizenship, the containing-contained relation, etc. Some such data, related to some of the terms in this paradigm may or may not be elsewhere in the plexus, they will not serve here.
Records of the type "provinces in France" are close to "France in Europe", records "Länder in Germany" are close to "Germany in Europe", the English and the German have a close link. The Burgundese are close to the English for any good reason owing to the cultue of this speaker. This is how proximality is influenced in this paradigm.
In what does this paradigm constitute a system in the sense defined at the beginning of this chapter. In other words, what are its dimensions. A first dimension is that which underlies the pair (Auvergnat, Français). Above, a dimension was said to be constituted of lexical categories, and the example was (Adj, Adv). This remains true but becomes more specific. The dimension here is (N, N). Both names have value, not simply as names, but as names marking an attachement to politico-territorial entities; moreover, the logic of their pairing is that the first one of these entities is geographically included in the second one. In this way, such inscriptions embody a sort of sub-categorization. A theory which would be categorial and partonomicEX "partonomy" (which would attribute properties) would find it difficult to render this because what matters here is not inherence but relative positions.

Figure SEQ Figure \* ARABE 21 Paradigm Français-Européen
The second dimension is the set (Auvergnat, Français, Alsacien, Allemand, etc.). Although this set is homogeneous in this that all its elements are inhabitant names, it ceases to be possible to constrast them two by two as this can be done with singular and plural, with indicative and subjunctive, with containing entities and contained entities, etc. It seems not to be possible any more to rescue a categorial or sub-categorial approach. Should we then have to grant that this dimension is 'false' and that the paradigm is one-dimension only. Is it still possible to say that such a table is a system? A reconciling argument can be made starting from the verbal paradigm. It was presented above as tri-dimensional: tense-mode + person + number. Actually, it comprises a fourth coordinate which is a fourth dimension, that of the variety of the verbs according to which it is posible to make excerpts like (allons, venons, sommes, etc.). The case is the same here: the series (Auvergnat, Français, Alsacien, Allemand, etc.) is a system dimension in the same respect. Thus a system may have, as one of its dimensions, simply that of lexical variety without ceasing to be a system for that reason. It functions quite well as any other system. In particular, the transposition movement applies (it applies under the condition of quasi-bijectivity, but this is independent from one of its dimension being lexical variety).
NUMLGLAUTO First results: Alsacians, Burgundese and Auvergnats
After two phases of computation, the model finds the following three results:
Strength Result
.73 Alsacien
.73 Bourguignon
.73 Auvergnat

This is expectable as they are the three French provinces inscribed in the plexus. The tree of agentsEX "tree:of agents" (the heuristic structure) is the following:

INCORPORER Word.Picture.8 Figure SEQ Figure \* ARABE 22 Tree of agents after two computation phases
The tree uses the paradigm once only.
NUMLGLAUTO Second line results: Bavarians
If triggered to proceed further, the model, at phase six, finds the Bavarians. The results are now:
Strength Result
.73 Alsacien
.73 Bourguignon
.73 Auvergnat
.48 Bavarois
The Bavarians were found to be to the French as the French are to the Europeans! How is this to be understood?
The agent tree now lost readability and is provided as a document only. More readable excerpts are provider further.

Figure SEQ Figure \* ARABE 23 Tree of agents after six computation phases
This surprising result is interpretable: the underlying reasoning EX "reasoning: underlying" has now changed and it must be reconstructed. Generally, in this task the underlying reasoning is: find inhabitants of a contained territory; in the first two phases it is interpreted as contained in France which is itself contained in Europe. The general underlying reasoning stays the same but it is now interpreted as contained in any territory which is itself contained in Europe. In the course of the computation, agent ANZ spontaneously broadens its search scopeEX "extension:spontaneous - of search scope". In a framework accepting constraints, one would say that a constraint has been released, or violated.
Here is another presentation of the agents tree. It is restricted to the paths with which the Bavarians were found.
The positioned resetting EX "positioned resetting:in the Bavarians example" which led to the Bavarians result occurred on the edge from agent 6 to agent 10. Both agents have the same set of terms in their duties, but not in the same positions in both. In agent 6, the spare term is French and the current pair is (German, European) whereas in agent 10, the spare term is German and the current pair is (French, European)

Metaphorically, agent 6 makes the following "reasoning". At the point where I stand, the initial task is reformulated into: What is to French as German is to European? and this is my own duty. Let me try and transpose this analogyEX "transposition:of analogy" some analogies transpose, other ones do not, I cannot know in advance, only the outcomes decide and make a try with this new duty: What is to German as French is to European? Let me try and recruit a commissioner with this duty. If the pair (German, European) is attested somewhere in the plexus, then, i) the recruitment takes place, opening up a new abductive path which ii) may lead to some finding. In this particular case, it happens that i) the pair is attested in the plexus so commissioner agent 10 is recruited, and ii) two steps later, in agent 20, a settling EX "settling:agent ANZ" occurrs because the spare term: German, is found to coincide with one of the terms of the current pair. The third term in the duty: Bavarian, is then raised as a findingEX "finding:raised, on an example"EX "raising:agent ANZ".
agent type sreength duty-------------- content (interpreted duty)------
Explanation of finding 7 .48 92 0 0 0 0 0 Bavarois
recruited by agent 28 ANZ .48 25 0 0 88 1 4 Allemand Bavarois Allemand
recruited by agent 16 ANZ .53 25 0 0 43 1 4 Allemand Alsacien français
recruited by agent 10 ANZ .59 25 0 0 39 1 4 Allemand Français Européen
recruited by agent 6 ANZ .66 55 0 0 37 1 4 Français Allemand Européen
recruited by agent 2 id .73 55 0 0 43 1 4 Français Alsacien Français
recruited by agent 1 id .91 55 0 0 39 1 4 Français Français Européen
recruited by channel 1 1
Table SEQ dddd \* ARABE 8: Explanation of finding 7 'Bavarians'
This result lends itself to several comments:
The model does not particularly favour the reuse of a same paradigmEX "paradigm:same - reused" but it does not prevent its reuse; when the task allows it, the model exhausts all the possibilities of a paradigm, it re-exploits the paradigm with different points of view.
there is no directly modeled logic but the model behaves logicallyEX "logical behaviour without hard-wired logic".
the most expected results, the most prototypical onesEX "result:prototypical results first", the cheapest ones, are produced in priority and with a greater strengthEX "strength". Stranger results, ones understandable, but with an effort" EX "understanding with an effort" are also produced, but later, and weaker.
adaptation of model behaviour EX "adaptation of model behaviour" obtains with non-specific meansEX "specific (non - means)". They apply to containing/contained territories, as here, but equally well to any systemic paradigm. They apply to copositionings between formal terms, as here, but also to ones between private terms 'private term' will be discussed p. RENVOIPAGE _Ref24438945 \h 260.
NUMLGLAUTO The route followed by the computation in the paradigm
The thick arrow shows the succession of the records which were used as current records to obtain the bavarians.

Figure SEQ Figure \* ARABE 24 Route followed by the computation in the paradigm

As this example shows, a positioned resettingEX "positioned resetting:in the same paradigm" may target the same paradigm. This is not the general case: most ofen it reaches a different one.
Records 39 and 43 were used twice EX "record:used twice" but not in the same respect: on the two occasions, the positions Y, A, and B did not have the same occupiers. This illustrates the possibility of the same inscriptions being used two times with distinct viewpoints; all is a question of relative positioning EX "positioning:relative - between task and plexus" between the terms of the task and those of the plexus. After a positioned resetting, the process is reset. It sems it reusesEX "reuse of same resources" the same resources of the plexus but not in the same manner.
NUMLGLAUTO Result 'Bavarians' interpreted as a conceptual integration
It is possible to construe the process leading to the Bavarians as a conceptual integrationEX "conceptual integration", the reference here is to the theory of FauconnierEX "Fauconnier" and TurnerEX "Turner". This conceptual integration is certainly modest and moreover very peculiar.
The agent appears to have performed a conceptual integration corresponding to the following schema:

Figure SEQ Figure \* ARABE 25 Domains in the conceptual integration which produced 'Bavarians'
The first input spaceEX "input space" ('space' and 'domain' are synonymous in this theory) is the paradigm of the question and so is the second input space: the paradigm integrates to a second instance of itself with a shift, to constitute a blending space with a two-level inclusion hierarchy.
The (unique) paradigm used here contains already in itself something of the double levelling by the fact, for example, that German occurs in the records sometimes on the left, and sometimes on the right. This is what makes the two levels communicate; this paradigm contains as a virtuality the possibility to be so associated to itself. This is one of the conditions which make the integration possible and agent ANZ realizes this virtuality. In the blending space (in this theory, 'blending' and 'integration' are synonymous) emerges the property "second level inclusion". It is latent in the origin paradigm but not explicit in it. The dynamics of agent ANZ reveals it.
It must be noted that the schema is not: first build the blending space and then use it; that is, the schema is not: first prepare a framework for induction and then perform induction in it. The schema is more subtle and pervasive: the blending space is phasewise-assembled along the development of the process computing the task EX "blending space:progressively constructed" and, this too must be noted, integration is not the sole way to results: other results, more evident and stronger, were produced before, without conceptual integration.
In the theory of conceptual integration EX "conceptual integration", setting a relation between two input spaces is deemed to be triggered by the occurrence of an 'introductor'EX "introductor (of Fauconnier)". In the published examples, it is a formal term (for example an adverb or an adverbial phrase) occurring in a text or in a narration. If we had to look in the example above for what acts as the introductor, it should not be sought as a part of an utterance since there is no utterance here. If it has to be anywhere at all, it must be at the point of the positioned resetting. The key role in triggering the conceptual integration is the already mentioned fact that German occurs now on the left of the records and now on their right, but this fact does not play on its own, it plays with the process which uses it, that is, the dynamics of agent ANZ.
The following example will now illustrate reinforcement and flexible categorization.
NUMLGLAUTO French articles, reinforcement effects
EX "examples:French articles"The task submited to the model is now: find X which is to le as une is to un .
X = ANZ ('le', 'une', 'un') or X : 'le' :: 'une' : 'un'
The table displays the results received with the associated strength at each phase :

phase 1 2 3 4 5 6 7 8la the (fem.) .73 .78 .78 .78 .78 .78 .78cette this, that (fem) .66 .66 .66 .66 .66 .66 .66le the (masc.) .53 .62 .62 .62 .62ce this, that (masc) .54 .54cet this, that (masc) .43 .43
Table SEQ dddd \* ARABE 9 Results of task ANZ ('le', 'une', 'un')

la is normally found first and with the highest strength. In phase 3, its strength increases.
cette comes second and weaker: it is another feminine determinantEX "determinant", definite in its own way, but less prototypically analogical to the terms defining the task.
le, ce and cet come later, still weaker: they are still determinants, they are still definite, but they are masculine; whence their lesser strengths.
this set of results illustrates category driftEX "drift:category drift" which is a property of this model: it makes no clear limit between categories since it does not reify them.
The figure below shows the reinforcement mechanismEX "reinforcement" of result la:
Explanation of result 2 (0.78) content: 1 0 0 0 0 0 la
delivered at channel 1 1
merged from finding 5 (0.59) content: 1 0 0 0 0 0 la
raised by agent 9 (0.59) type:ANZ duty: 2 0 0 1 1 4 les la les
raised by agent 7 (0.66) type:ANZ duty: 2 0 0 4 1 4 les une des
raised by agent. 5 (0.73) type:ANZ duty: 6 0 0 76 4 1 une les des
raised by agent 1 (0.81) type:ANZ duty: 6 0 0 74 4 1 une le un
recruited by chanel 1
finding 5 is directly raised by its agent
merged from finding 1 (0.73) content: 1 0 0 0 0 0 la
raised by agent 4 (0.73) type:ANZ duty: 6 0 0 75 4 1 une la une
recruited by agent 1 (0.81) type:ANZ duty: 6 0 0 74 4 1 une le un
recruited by chanel 1
finding 1 is directly raised by its agent
Table SEQ dddd \* ARABE 10: Explanation of result 'la'
Two paths using three paradigms concured to produce result la.
The path in the lower third of the figure uses one paradigm only: structural analogies between definite forms and indefinite ones. This path is short and produces finding 1 with strength .73.
The path in the two thirds at the top of the figure begins within the same paradigm then (thick horizontal line) a resetting takes place EX "positioned resetting:in a task on articles"which makes it enter a singular-plural paradigm. After a longer walk through the plexus, it ends up raising EX "raising:agent ANZ" findingEX "finding:raised, on an example" 5 with strength 0.59.
The two findings are mergedEX "merging:as finding consolidation", into the result la with strength 0,78.
Another plexusEX "plexus:two plexii operating differently" would operate differently. However, if it implements the knowledge of a not too deviant French speaker, it must produce result la with high strength and in first rank. This is macoscopic determinismEX "macroscopic determinism" (externally observable results may result from dynamics which vary in their detail) and quasi-normativity (all speakers of a language have about the same productions).
NUMLGLAUTO Grammatical agreement with AN2
NUMLGLAUTO Principle of agent AN2 and its effects
EX "examples:agreement in French"So far, agent ANZ addresses systemic productivity alone. In a paradigm, one dimension of which is number, it finds a plural when required. However, it is not capable of morphology or syntax (structural productivity) and therefore cannot exert an agreement constraint.
On the other hand, the B2-B3 process ensures structural productivity and performs analyses, but withoud exerting any systemic constraint: the notion 'system' is foreign to it. Now grammatical agreement combines structural poductivity and systemic productivity together.
The idea with agent AN2 EX "agent AN2" (ANalogical task with segmentation into 2 constituents) is to combine both routes. One of its main effects will be to make the model capable of grammatical agreementEX "agreement:treated by agent AN2", number agreement or agreement on any dimension along which an agreement constraint applies.
Formally, the task requested from agent AN2 is exactly an analogical task as defined above, that is:
find X which is to Y as A is to B.
The difference lies in the technique adopted to solve it. Here, term Y is:
a) envisaged as a whole, as in ANZ, but also, simultaneously and concurrently,
b) segmented into two constituents (in ANZ it was not so analysed).
In this way, tasks which did not have a solution with ANZEX "agent ANZ" because Y was not directly attested in the plexus may now have one. To segment Y, AN2 uses as a commissioner agent S2A the specification of which is provided in an appendix
Here are now a few test results, still with the same French plexus. Lines 1 to 6 show that agreementEX "agreement:treated by agent AN2" performs well: gender agreement in simple name phrases, person agreement in verb conjugation. This is happy and seems a minimum. The interesting point of course is how this is obtained: the agent responsible of these results is short-sighted EX "short-sighted mechanism" and it uses only systemic analogy and structural analogy: it knows nothing about things like verb, pronoun, noun, article, gender, etc. It works without heads or syntactic fetaures.
As in previous sections, a detail analysis would show that these results are made possible by the integration of several fragmentary paradigms.

Y vehicle: A / B phases strength result: X 1 un homme femme / homme 10 .56 une femme 2 un homme une / un 9 .43 une femme 3 homme habile femme / homme 10 .56 femme habile 4 homme habile une / un 9 .43 femme habile 5 je vais allons / vais 5 .66 nous allons 6 je vais nous / je 5 .66 nous allons 7 très gentil suffisamment / assez 6 .59 extrêmement gentil
Table SEQ dddd \* ARABE 11 Grammatical agreement with agent AN2
INCORPORER Word.Document.8 \s
Figure SEQ Figure \* ARABE 26 What is to très gentil as extrêmement is to assez
Finally, the speaker of which this plexus is a model has a good command of agreement in two-term groups, that is roughly two-morpheme groups; this ability is not rule-based, it is distributed and latent in the pexus and is revealed by a dynamics.
Line 7 shows something in additionEX "examples:extrêmement gentil": if one sees the pair assez : suffisamment (En.: enough : sufficiently) as defining a vehicle which is a [unmarked, emphatic] vehicle, then form très gentil (En. very kind) is an unmarked form and the task consists of finding for it one or several emphatic homologs. The model finds extrêmement gentil (En. extremely kind) which, in this speaker, is a possible emphatization of très gentil.
The figure above is a picture of the sort of inscriptions which are mobilized, and of the paths which are taken. It may be consulted to catch an approximate idea of the mechanisms at play but, although already complex, it remains "figurative": it ignores many improductive search paths and focuses on those that finally produce; even in the latter, it skips numerous intermediate steps, and it does not reflect rigorously the settling mechanism.
The agent succeeds by integrating, always in a short-sighted manner, data taken out of three paradigms:
a C paradigm très+bon! très bon :: extrêmement+bon! extrêmement bon
an A paradigm assez : suffisamment :: très : extrêmement, etc.
and paradigms as the A paradigm gentil : gentille :: bon : bonne, etc. which make it possible for gentil and bon to be considered similars, this in turn allows the construction in paradigm C to be applied to term gentil.
The heuristic deployment becomes complex but its elementary movements remain simple: they are limited to the four abductive movements defined above. This new example, illustrates again the integrative effect of the computation.
Line 7 is also interesting because the axis of its vehicle: assez : suffisammentEX "vehicle:on an example", which is termed "axis [unmarked, emphatic]" for convenience only, is now remote from what grammars described with some success. It is more vague, and less recognized than the axis [singular, plural] for example. It is also less shared among speakers. However, it is a fact which demonstrates some systematicity and some productivity. In a speaking community there is, at work, an abundance of such oppositional axes, half-characterized, and half-shared, which constitute the dubious frontier of grammarEX "grammar:its dubious frontier". Oppositions, forming themselves into paradigms may appear and evolve rapidly in languages. These sorts of paradigms surge, then reinforce themselves following fashions and influences among speakers, then generalize and entrench, or droop and disappear. To this, categorial theories are helpless. With this model it sufficies to add or alter a smal number of records in the plexii or the relevant speakers.
NUMLGLAUTO Limits of agent AN2
Agent AN2 succeeds in giving way to constraints which play across paradigms and lead, for example, to render agreement effects without requiring any ad hoc device, that is, without the syntactic features that are usually called for this. However, this is not sufficient and agent AN2 has limits.
AN2 has a first defect which it inhetits from agent ANZ which it uses (remember AN2 is client of ANZ two times: i) directly, and ii) via S2AEX "agent ANZ:used by AN2"). AN2, using ANZ, inherits its low efficiencyEX "efficiency"EX "priming:low efficiency" at priming time. More generally, AN2 also has a low efficiency in the rest of its operation: it is deemed to make an inefficient use of plexus inscriptions. To obtain results it requires more inscriptions than what would be strictly necessary following intuition. This remark was made by B. Victorri EX "Victorri" in an early stage of the project, this is recognized but I did not try to correct this defect as it is linked with the second one: the inextensibility EX "inextensible" of the agent.
The second limit of AN2, in effect, is that it cannot be extended to more than two morphemes (more precisely, two terms), from AN2's function specification itself. In a conception which would seek, for the same function, to extend its scope, one should previously have to understand to what it can apply: it makes no sense to order applying a vehicleEX "vehicle" (for example putting it into feminine) to a form of arbitrary length or with an arbitrary "categorial label" (in Fr. putting into feminine makes sense for an NP and sometimes for the group formed by NP + V in the case of the agreement of the past participle; it makes no sense for an adverb or a multipropositional utterance). Having to determine this scope, meets the second question about this extension: when do we know what vehicle has to be applied to what form, and why? In a realistic act like emision or reception, when and how are we led to assign the model a task requiring a function like that of AN2?
NUMLGLAUTO Conclusions on systemic productivity
In this chapter, it was shown that structural productivity does not exhaust linguistic productivity. Beside it, a systemic productivity was recognized necessary. It has a dynamics of its own, and, even if it conjoins very soon with systemic productivity, it is antecedent to it.
The dynamics of systemic productivity was constructed by means of the abductive movement by transposition (and that by transitivity). Organically, this motivated the introduction of agent ANZ which is the base organ of the model for this productivity.
Several case studies showed how this agent draws on plexus resources in different ways, and the model's integrativity received new illustrations.
This showed the base mechanism of the (re)construction of pluridimensional systems by the learning speaking subject.
The case Auvergnats and Bavarois illustrated the possible lexical dimension of systems.
The question of agreement was met and qualified as a mixed productivity phenomenon: both structural and systemic. A first approach solution was proposed and discussed: it is limited because it is inextensible.
The standpoint reached in this chapter is susceptible of the following extensions (which are not done in this dissertation):
massive use of the base dynamics of systemic productivity on the verbal paradigm of a language which differentiates well the forms (Romance language or Slavic language for example) to demonstate a sigmoidal acceleration learning (avalanche effect). This poses no particular conceptual problem and is just a question of time to dedicate to an experiment which is a little bit heavy to conduct.
use of the base dynamics of systemic productivity in combination with the structural dynamics; this poses a conceptual problem and is a prerequisite to the forthcoming items.
exploration of the gray zone anomaly-analogy in this domain. For a subject not yet endowed with a pedagogical, dogmatic knowledge (a preestablished multidimensional frame has not been presented to him as a norm), show how a starting configuration of inscriptions in which some are anomalous and other ones already formally analogical (or present several formally analogical subsystems with contact points between them), constitue a field where regularization (occasionnaly perceived from the outside as overgeneralizations) may develop in different directions.
generalization of the agreement dynamics to more than two terms.
Within these limits, this chapter showed how pluridimensional linguistic systems reimplement themselves in speakers, with contingency residues, as the effect of an elementary dynamics.
The list of gammar effects rendered by dynamics that are antecedent to grammars, is now complemented with the following ones: new sub-categorization effects, system effects, syntactic feature effects.
Here again, it is not an antecedent grammatical description that conditions the understanding of the dynamics. It is the previous elucidation of the dynamics which allows to reconstruct the effects. The latter may, in a second tense, become the subject of grammatical discourse; but this is second.
Chapter NUMLGLAUTO More questions of grammar and description

For some notions, traditional or more recent ones, this chapter shows how the "grammatical" vision that other theories provided is affected by the analogic and exemplarist approach which is proposed here.
These notions generally lose their necessity or see it much weakened, but before dispensing with them, it is necessary to show how the needs which they were intended to meet are now covered.
NUMLGLAUTO Morpheme, word, syntagm
NUMLGLAUTO Word
The notion 'word', as a component of grammatical description or as a theoretical component EX "word:not postulated" is not postulated in this model: it depends too much, cross linguistically and in time, of certain descriptive traditions. The less bad criterion to define the word has been that of cohesionEX "cohesion": morphemesEX "morpheme:morphemes constituting a word" constitute a word when syntax does not make it possible to insert anything among them. Now cohesion is a de facto effect which results from i) terms being motivated by structure mapping, ii) the dynamics based on plexus inscriptions, and iii) the fact that C-type records (including expansive gates) license some asemblies and not other ones. Therefore, there is no need of a particular descriptive entity, the 'word', to account for it.
One of the effects of the notion 'word' would be to found the separation between morphology and syntax EX "separation:morphology-syntax". Now precisely, is appears as not very useful to separate morphology and syntax with defined criteria (below).
There is therefore no 'word' in the model. This option is coherent with the suspension of minimalityEX "minimality suspension:to dispense with 'word'": for a 'language with words' (shortcut for 'a language in which a descriptive tradition finds words') it will be possible to distinguish terms shorter than words, terms longer than words, and these two things concurrently with words themselves. This option is consistent also with this conclusion drawn from the dead-ends of descriptive approaches and from the suggestions of the connectionists:
The conception of the lexicon which recurrent networksEX "network:recurrent"EX "recurrent network" suggest, contradicts the lexicographic position EX "lexicographic position". Words, as entries in a list, do not exist because there is, properly speaking, no remembering from an independently stored, decontextualized knowledgeEX "decontextualised knowledge". Words are always reactivated in a specific context from the memory traces constituted by the connections weighted by experience. As mental states thus reactivated, they correspond to interpretative cuesEX "word:as intepretative cue" orientated towards the analysis of a given situation, not to building blocks that would exist independently of their usage. If they have an independent (that is: lexical) existence this must be seen only as the secondary effect of their recurrence, much the same way as a prototype is just the invariant part of all its actualizations. As an abstract lexical entry, more or less invariant, they belong to a conceptualized knowledge of language, which is derived and reflexive, not to language at work. Otherwise said, words are postulations of grammarians or of lexicographers in the double sense that they are actually produced by grammarians and that any speaker end up defining a reflexive knowledge on his own practice. Laks 1996, p. 115.
Instead of the word, the Analogical Speaker fosters he term. The term is subject to what has been called 'suspension of minimality': a term may be a word, a morpheme, or longer, or shorter; various examples have been given.
There being no word in the model does not prevent to treat written language with spaces between words, this is the case for all plexii made so far. Spaces may occur within terms but the space has no particular role ascribed: it is treated like any other written letter. In an analysis by agents B2 and B3 for example, the parsing for terms in the received form grants the space no particular role.
By contrast, an important role is played by term demarcations EX "demarcation:between terms in C-type records"as they appear in C-type records. They influence immediately and directly the strucure mappings of the received form onto the plexus content.
The stability (or fragility) of the notion 'word' does not hang solely on what would be its length. We must also examine the cases in which, for a same span, theories have found reasons to see one word only or several ones.
NUMLGLAUTO Homography, accidental homonymy, syncretism
NUMLGLAUTO Statement of the question and orientations for its solution
Classically, these cases are homography or homonymy, they encompass accidental homonymy, syncretism, "improper derivation", etc.
All these cases are characterized by a single form, but to understand it in its occurrence contexts, various theories or various analytical frameworks, which approach language by objects and properties (therefore partonomicEX "partonomy"), found the need to distinguish several words, or alternately to postulate one word only, but which may occupy several places of a pluridimensional paradigm.
Thus for example Arnauld and Lancelot (cf. p. RENVOIPAGE _Ref27329919 \h 26), observing that Latin does not differentiate ablative and dative in plural, conserve however the distinction ablative plural and dative plural, these two places being systematically occupied by equal forms, syncretic by this alone, because doing otherwise "would blur the analogy of the [Latin] language". And, almost worse, the analogy between Latin and Greek!
Now these cases are 'oblique' casesEX "oblique case", that is more markedEX "mark:oblique cases more marked" ones, if one accepts mark in syntax; they are also the less frequently used ones and it is not completely indifferent that it be here that languages make fewer differences. So is it for the French definite article which, in plural (les), is not different according to gender. This happens in plural, which means, again, forms more marked and less frequent.
The fact occurs in numerous phenomena of numerous languages. Imposing differences against the evidence of the form, by submission to exceedingly rough analysis frames, simply amounts to ignore that languages proportion the deployment their differentiating resources to the cognitive importance of the differences to make. Forcing artificial differences is certainly stepping away from the functioning of speakers, "optimal" in a certain sense.
This is also to be seen in the paradigm of the articleEX "German:article" in contemporaneous German. In its usual presentation, one perceives homonymous forms but with no particular organizing principle, and a great confusion as an overall impression.
masc. fem. neut. plur.nom. der die das diegen. des der des derdat. dem der dem deracc. den die das die
Now a reshuffling of columns and cases (the rows) reveals a very different picture:
masc. neut. fem. plur.nom. der das die dieacc. den das die diegen. des des der derdat. dem dem der der
As in Latin, the conjunction [plural oblique cases] is less differentiated and, in this German case, indifferentiation also extends to feminine. The area of maximum differentiation is [masculine direct cases]. These facts are cognitively relevant. A categorial analysis of the type [gender number case] masks them completely, and moreover creates an artificial problem of homonymy, imposing then the artificial burden of having to "desambiguate"; designers of computer programs for syntactic analysis based on such theories will understand what is meant here. It is more faithful to facts to abstain believing in a grammatical number which would cross grammatical case with systematicity or in a gender which would differentiate for all numbers.
A more systematic investigation in such phenomena was made by Jason JohnstonEX "Johnston". For a variety of European and African languages in which he studies the inflexional paradigms, Johnston finds that the syncretic forms (systematic homonomy for him), always lend themselves to regrouping if we are allowed to reorder the rows and columns of the pluridimensional pradigms. He concludes to the inadequacy of classical analyses by features: cross-classifying binary features are incorrect, they fail to predict linearizability [for Johnston, linearizability is the rearrangement of rows and coumns] of natural classes of properties. This meets the conclusion I made above about the German article.
Certainly a theory based on categories has no other option, but we do not posit categories; we do not compel paradigms to follow frames like [gender number (defined, undefined)], or [case number], for example. Moreover, terms are empty, they are not property-bearers, at no moment do we have to assign them a gender, a number, a declension case, etc.
What is suggested then is to adopt a principle of respect of the form, that is, to abstain postulating two linguistic beings where one form only is produced by the structure mappings across exemplarist utterances.
In French, in effect, the definite article in singular is twofold depending on gender, but in plural there is only one. So three terms only are needed: le, la and les.
It is nonetheless possible to write: le Marocain : la Marocaine :: les Marocains : les Marocaines without the two les making a difficulty because they are comprised in longer terms in which the nouns differentiate the genders, even in plural.
By contrast, it would be inappropriate and harmful to pretend the following analogy: le : la :: les : les.
This is because:
doing so with only one term les, would create confusion on the gender effect and the utilization of this inscription would introduce high noise in the results; this analogy would be wrong.
chosing on the contrary to make with les two different terms (two distinct but homonymous "words"), one masculine and the other feminine what would be recommended by Shaumjan and Mel'cuk, against Bloomfield, cf. below would be analogically acceptable but would infringe the principle of the respect of the form.
In a case which combines two syncretisms, it is also possible to write: le Suédois : la Suédoise :: les Suédois : les Suédoises despite the added syncretic form Suédois (masc. sing.) and Suédois (masc. plural), because the analogous forms are all different here again, be it by the noun or by the article, so that the four terms in this analogy are different even when their constituents are not.
From these examples, we can now abtract the principle adopted for the inscriptions: when making inscriptions in a plexus (A-type records and C-type records), syncretic forms must not be used directly as terms, and they must not be dissociated into as many homonyms as the places they are deemed to occupy in analysed pluridimensional frames; on the contrary, insert such forms in contexts that are broad enough for the required analogies to hold between overtly different terms. The principle of suspension of minimalityEX "suspension of minimality:applied to syncretism" finds here a precious application.
This approach avoids to have to wonder whether a same form must be analysed as one word or as several words. It was long a worrysome question with questionable solutions. For example Bloomfield and Shaumjan disagree about it. For Bloomfield, the wordEX "word:a word is a form" is a form (the point here is not that it is a free form or not, what matters is that Bloomfield identifies the word with the form). Shaumjan followed by Mel'cuk in this matter contradicts this view in several respects notably this one: when Bloomfield sees one word only, Shaumjan wants as many (as many grammatical wordsEX "word:grammatical word") as there are places in the analysis system: the word must be "defined through the notion of syntactic function". The proposition in this thesis is closer to that of Bloomfied: to take his example, shut should not appear as a standalone term in analogical inscriptions but in contexts such as: the Louvre shut yesterday, or keep your mouth shut. In this way, one ceases to have to differentiate "homonymous words" according to their syntactic function or to fuse them into one word only.
An indication of the incidence in the model of either option can be provided.
NUMLGLAUTO Plexus before elimination of homographies
form term 1 term 2 term 3
la article clitic
des article amalgamation de les
que as in chaque fois que as in je crois que
si as in si fort, si grand as in si je veux
-er infinitive, 1st group as in premier, dernier
-es indicative present 2S mark of fem. plural
-e indicative present 1S mark of feminine
viens indicative present 1S indicative present 2S imperative 2S
arrive indicative present 1S indicative present 3S
voyage indicative present 1S indicative present 3S noun
fait indicative present 3S past participle noun
fatigue v. fatiguer, ind. pres 3S v. fatiguer ind. pres. 1S
attent- as in attention as in attentat
habite indicative present 1S indicative present 3S
vis indicative present 1S indicative present 2S
veux indicative present 1S indicative present 2S
ferme indicative present 3S exploitation agricole adjective
été v. être, past participle the hot season
- contre-jour voulez-vous dix-sept, cent-deux
Table SEQ dddd \* ARABE 12: Homographies before elimination
In the French plexus, a first development stage contains 19 forms which are occasions of homographEX "homography" terms: each form corresponds to two or three terms. Some of them (arrive, viens) are syncretic, some other ones (ferme, été, -es) are accidental homonymiesEX "homonymy:accidental", for a few remaining ones (la, des, fait) it is difficult to decide.
The first step in the experiment consisted in fusing such terms so as to eliminate any homography from the plexus: doing this was applying the principle of the respect of the form.
NUMLGLAUTO Effect of the elimination on tasks without apparent homography
EX "examples:elle est arrivée avec son homme et son cheval"The model is first tested with tasks that are deemed "without homography" because they do not contain, directly visible in the utterance, homograph terms which would traditionnally be analysed as such like ferme, voyage or été. Yet, they do contain other ones, embedded in lowers levels of the analysis. Hidden and shorter homographs like -es ou -e (cf. the table above) occur; they may be seen as parasitary. It is interesting to see how the behaviour of the model is affected as a consequence of the elimination of homographs.
To that end, six utterances are analysed i) before the reduction of homographs, and ii) after it. For each utterance, the table displays the number of phases needed to obtain the first analysis, the number of agents, and the number of products. All three numbers are provided before and after reduction.

test utterancephase before/afternb of agentsbefore/after lossnb of productsbefore/after loss1 un très grand jour2/2311/326 5%287/293 2%2 une très grande maison5/51443/1587 10%1576/1705 8%3 séjour de vacances4/4547/765 40%674/810 20%4 bon séjour en France 18/251613/2072 28%2083/2324 12%5 elle est arrivée avec son homme4/41044/1170 12%1112/1152 3%6 elle est arrivée avec son homme et son cheval7/71898/2076 9%2000/2087 4%Table SEQ dddd \* ARABE 13 Compared tests, before elimination of homographs and after
The volume of the heuristic structure (agents and products) increased by 15% in average and twice more for agents than for products.
Test 3 shows an important increase. One contributing factor was the melting of -es as a verbal inflexion mark, and -es as the feminine plural mark. There may have been more.
Test 4 displays a surprising increase of seven phases which may be explained by some records disappearing as the consequence of the reduction. The computation had to take different, longer paths. The cost increase, in agent and product numbers, is significant without being explosive.
Such computation cost increase is the price to pay for getting rid of this categorialist facility which the differentiation of syncretic or homograph terms constituted in the previous state. The model in its new state, supports the added cognitive load to discriminate en passant and to "categorize" terms which are now more ambiguous.
The utterances under test get analysed for the same reasons as before, that is, they are licensed by the same records. This is not documented in the table above but it is reassuring: the computation of the meaning, when we know how to do it, would have the same basis, whether homographs are reduced or not. This is a sort of guarantee of stability. This remark however is relative, as these tests contain no explicit, "true" homograph; which suggests another test.
NUMLGLAUTO A test with a "transcategorial homography"
EX "examples:cet été / nous avons été"This new test bears on the French form été which, taken out of context, can be either a form (En. been) of verb être (En. to be), of the hot season (En. summer). The intent is to show how a context which determines one of these interpretations suffices to the model for utterances in which the anbiguous form is contextualized to be related to appropriate licensing analogs in the plexus.
Thus, form cet été for example, gets licensed in five computation phases by une semaine (En. a week) and le soir (En. the evening), without any interference of the past participle of être.
(cet été) span of channel 6 (ph 5)
(cet )(été) how ag 43 segments the span
[une][semaine] attests the segmentation (finding 359 on record 1087)
(cet ) span of channel 3 (ph 1)
[cet] attests as setup term 89 setting up channel 3
(été) span of channel 1 (ph 1)
[été] attests as setup term 2074 setting up channel 1
[le][soir] attests the segmentation (finding 363 on record 255)
as per channel 3, already exposed
as per channel 1, already exposed
Form nous avons été (En. we have been), in turn, is analysed in two phases, licensed by the verbal construction il a fait (En. he has done). Here, the season été (En. summer) has no place.
(nous avons été) span of channel 15 (ph 2)
(nous )(avons été) how ag 279 segments the span
[il][a fait] attests the segmentation (finding 280 on record 1256)
(nous ) span of channel 11 (ph 1)
[nous] attests as setup term 526 setting up channel 11
(avons été) span of channel 13 (ph 2)
(avons )(été) how ag 116 segments the span
[a][fait] attests the segmentation (finding 241 on record 1280)
(avons ) span of channel 4 (ph 1)
[avons] attests as setup term 527 setting up channel 4
(été) span of channel 1 (ph 1)
[été] attests as setup term 2074 setting up channel 1
Thus categorization effects become insensitive to homonymy as soon as the context makes them non ambiguous. Here again, the day we know how to "compute meaning", we will be able to avail ourselves of the appropriate bases to do it.
The separation effect is easy to understand: the distributions of été-summer and été-been, in their possible constructions, are different enough for the plexus paradigms of their exemplars to relate them with analogs which are "natural' to either, well before interferences, which are always possible, but remote, and necessarily weak, have an occasion to arise.
All this removes one more reason to postulate "lexical items" and takes us closer to make justice, operatorily, of this precious intuition: "language is form and not substance".
With this, I close the investigation of cases in which one is tempted to postulate different words where one form only is perceived.
NUMLGLAUTO Allomorphy
The opposite situations are ones in which, facing several different forms, we would have reasons to postulate one linguistic being only (word, lexeme, or morpheme). There are two such situations; allomorphyEX "allomorphy" which applies to radicals and bases and group sensitivity which applies to conjugation affixes and to case marking affixes.
NUMLGLAUTO Allomorphy
The examples are:
Fr. vais/allons/irai/fus (En. go pres. 1S / go pres. 1P and imp. 1P / shall go fut. 1S / was, were in certain persons),
En. be/am/is/are/was, eat/ate (an apophony here?),
Jap. ii/yoi (to be well, to be good) yet this may also be analysed as a defectivity of ii, the homologous forms of yoi being called in suppletion of the non-existing ones of ii.
For Ducrot (1995)EX "Ducrot":
Two morphsEX "morph" are of the same morpheme (and then are said to be allomorphs) if they carry the same semantic information, and if their substitution:
- either is never possible in the same context, this is the case with i and al (ira, allons) which can never be substituted since they are imposed by the person and the tense of the verb,
- or is possible in any context without meaning alteration, this is the case with ne pas, ne point. This is also the case with peux and puis which are always substitutable.
In the two cases envisaged by Ducrot, the first one only will count here, that of forms in complementary distributionEX "distribution:complementary"EX "complementary distribution": context imposes one of them exclusively. Allomorphy, which is an anomaly, is often associated with the anomaly of forms (vais) but not always: it may be concommitant with "parrochial" sub-domains, which are locally regular (allons, allez, allions, alliez; irai, iras, ira, irons, irez, iront), but the frontiers of such sub-domains are contingent.
Phenomena of allomorphy ( /floer/ fleur ~ /flor/ floral ) or of suppletion (jeu ~ ludique), very frequent in morphology, have no clear syntactic equivalent.
NUMLGLAUTO Theories addressing allomorphy
The most common solution is the "grammatical word" or abstract morphemeEX "morpheme:abstract morpheme" with conditional realization. It is that of Martinet for example:
The 'monème'EX "monème" makes it easy to describe phenomena for which the Americans created the concept of allomorph and of portmanteau morph. Ducrot 1995, p. 434.
One describes without difficulty but one describes only and the Distributed MorphologyEX "Distributed Morphology" (DM) does nothing better:
DM recognizes two different types of allomorphy: suppletive and morphophonological. Suppletive allomorphy occurs where different Vocabulary Items compete for insertion into an f-morpheme. For example, Dutch nouns have (at least) two plural number suffixes, -en and -s. The conditions for the choice are partly phonological and partly idiosyncratic. Since -en and -s are not plausibly related phonologically, they must constitute two Vocabulary items in competition. Morphophonological allomorphy occurs where a single Vocabulary item has various phonologically similar underlying forms, but where the similarity is not such that Phonology can be directly responsible for the variation. For example, destroy and destruct- represent stem allomorphs of a single Vocabulary item; the latter allomorph occurs in the nominalization context. DM hypothesizes that in such cases there is a single basic allomorph, and the others are derived from it by a rule of Readjustment. The Readjustment in this case replaces the Rime of the final syllable of destroy with -uct.
The rule of readjustment is designed to readjust, and it readjusts; but how does the notion 'readjustment' fits into a theory? What makes it something more than ad hoc?
NUMLGLAUTO The model addressing allomorphy
Since categories are refuted, it is not possible to postulate a lemmaEX "lemma" or abstract morpheme with conditional realization, like verb aller in abstracto, and this is not attempted. Secondly, since there are no rules, the way of readjustment cannnot be taken either and this is not regreted.
The job is done by A-type paradigms in the plexus. Analogies like:
(a) irai : vais :: mangerai : mange
confer to forms irai and vais the same opportunities to enter the copositional computation as "regular" ones like mangerai and mange. But this is still true when both pairs in an analogy contain suppletive basesEX "suppletion":
(b1) irons : allons :: irai : vais
(b2) go : eat :: went : ate
the "regularity", or not, of these forms does not prevent analogies like (b1) and (b2) to function on their own, and then to integrate their effects with other ones: simply, an analogy like (a) puts in addition the pair irai : vais in communication with a regualr zone (via the pair mangerai :: mange) and thus with the formation of a great number of forms abducted by suffixation, that is, it extends much its potential efficiency.
The analogical taskEX "analogical task:not vulnerable to allomorphy", and behind it systemic productivity, is not vulnerable to allomorphy from the moment the forms which use suppletive bases are copositioned with other forms. Moreover, this is about indifferent to these presenting a locally sub-regular affixal inflexion as in irai, iras, ira. This means that agents ANZ and AN2 behave on allomorphs with the same felicity as on regular forms, and as on many more irregularities.
An example of this was already discussed in section RENV _Ref27305889 \h \* FUSIONFORMAT 5.3. French verb, two paradigms playing integratively (p. RENVOIPAGE _Ref27305889 \h 139).
In other words, allomorphy is not an obstacle to relating a form with its best analogs. So that, here again, when we can compute meaning, we will have the appopriate bases available. Then the proposal will be validated by demonstrating that similar meaning effects are recuperated from formally different allomorph terms: the terms are formally different but the model succeeds in circumventing these differences. We do not even have to fear that allomorphies create a processins/cognitive overload if direct raising of a readily inscribed form is supposed to be cheaper than assembling it (escalation principle): as allomorphy applies to more frequently used forms, it is expected that such forms are inscribed by many occurrences in a plexus and thence are directly raised, and not assembled.
NUMLGLAUTO Group sensitivity
The second occasion in which one can be tempted to postulate only one "abstact morpheme" covering several different forms is that of grammatical groups: conjugation groups, and declension groups. With a French plexus containing:
je blanch-is, blanch-ir
je chant-e, chant-er
with from: je finis, the model should abduct finir and not a form like finer. Doing this rightly would be demonstrating "group sensitivity"EX "sensitivity: group sensitivity"EX "group sensitivity". The same need arises for declension groupsEX "declension" in LatinEX "Latin" or RussianEX "Russian" for example and for other group phenomena.
Conjugation groups and declension groups share with allomophy the fact the morphemes involved (flexion mophemes and case morphemes) present forms with non-optional complementary distribution.
It is no longer the bases which are in complementary distribution, here it is the inflexional morphemes. This let alone, they are also forms which occupy a place in a system, and in that place, several of them are possible. In the given example, the place is "indic. pres. 1S" and the corresponding form is realized as e (je rêve) or is (je lis).
What is the indication which selects a form among the possible ones at a given place? In allomorphy, it is a place in a system. For verb aller, the indication "indic. pres. 1P" selects all- and indication "indic. future" selects ir.
The case of groups is more complex. The clause is of the type:
(C) finir (and not finer) because je finis, je blanchis and because blanchir (and not blancher).
That is to say that, a pair like je finis, je blanchis must be introduced, along with other such pairs, in an analogical game which now involves more elements.
In feature-based models, the question of conjugation groups can be solved by introducing a syntactic featureEX "feature:syntactic - for groups" for the required group. For case allomorphy (that is, for declension groups), Latin nominative is nominative whatever the declension group; it is the grammatical category 'nominative' which reduces this allomorphy. Here again, the device encompasses a syntactic feature.
This is refused in this model as features are neither applicable nor desirable. What is needed is a mechanism respecting clause (C) above. It must implement this as an effect, in a non-categorical, hopefully cognitively founded manner. It should also be implementationally plausible. The solution to this point is not yet found; an extension of agent AN2 is a possible track, but other ones should also be explored.
NUMLGLAUTO Sub-categorization
EX "sub-categorization"In theories with categories, the question of sub-categorization arises when one realizes that it is impossible to make a set of lexical categories in which each particular category provides, about its instances the lexical entries, all the informations required to determine their behaviour. For example, for nouns, it must be possible to distinguish count namesEX "count names" from mass namesEX "mass name", animates from inanimates, humans from non-humans, referents that may be posessed from ones that may not, etc., for verbs the intransitivesEX "intransitive" from the transitivesEX "transitive" and among the latter, the direct onesEX "direct" from the indirect onesEX "indirect", etc. The number of distinctions to make is not a priori bounded and they mix up formal viewpoints and semantic ones. Crossing all these criteria is impossible because it causes explosion in the set of sub-categories and this renders the theory intractable.
Current theories address this difficulty along two ways; either they accept a numerous set of categories, and organize them into a latticeEX "lattice:of categories" with multiple inheritance, this is what construction grammars do EX "construction grammar" (cf. Chap. 1), or with feature structuresEX "feature structure", used in unification theories such as HPSGEX "HPSG:unification". Both ways achieve a certain categorial flexibility, with some residual rigidity, a heavy functioning, and a null plausibilityEX "plausibility".
EX "examples:give John money /serve guests dinner"The example in RENV _Ref50856725 \h Figure 27 illustrates one of the means proposed to treat sub-categorization. It is a plexus paradigm which bears on the ditansitive construction in English.

Figure SEQ Figure \* ARABE 27 Ditransitive construction in English

In this paradigm, the two critical records are: give John money and serve guests dinner. The edges show how, in this region:
John and guests strongly categorize with foreigners, two masters, her, friends, Clara, oneself, etc. whereas
money and dinner strongly categorize with housing, game, food, etc.
This helps not to produce utterances like * offer money John.
However, the region buy food :: hire services :: hire employees, which is remote from the critical records, shows how these groups finally may connect (follow the thick edges), but the connection is remote from the ditransitive region.
In short, this figure demonstrates an effect of global category ("noun phrases" if you want) flexibly coexisting with an effect of sub-categorization EX "sub-categorization"("possible beneficiaries" and "possible objects"). The reader still remembers that such (sub)-categories do not have to be reified in the model and they are not.
In this example, a single paradigm contributes to the sub-categorization effect but it is not necessarily so. In the example John is easy to please / eager to please (p. RENVOIPAGE _Ref30816950 \h 112), the overall sub-categorial separation effect is rendered differently by acknowledging in the plexus that "the constructions are not the same" and by the integrative play of several paradigms. What the two cases have in common is the paradigmatic distance set between records which differ constructionally even when they look alike superficially.
NUMLGLAUTO About the lexicon
What does the lexiconEX "lexicon:downgraded in this model" become in this model?
It happens that a term of the model is a "word"EX "word".
It also happens that a conventional "word" never occurs directly as a term in a plexus: such finite verbal form for example or such infinitive, or such derived word, may not be found explicitly. In cases in which a from meeting its specification is called in a computation, the corresponding form is assembled on the fly by analogical abduction. The latter is authorized by C-type records containing the bases and affixes most similar to the constitutive segments of this "word".
But this may also be the case for a non-inflected word. Il may happen that a "word" is present only as a part of an assembly. It is contained in one or several terms in the plexus but is not othewise present with its exact perimeter. If the hypothesis of self-analysis is retained (cf. p. RENVOIPAGE _Ref15909864 \h 256), such a containing term may be analysed on the fly and, in a transient manner, a form with the exact length of the "word" may be distinguished and serve, for example, to license a homograph form which appears in the received utterance. Whether this transiently distinguished form deserves to survive the occurrential act, that is, deciding whether the act is an occasion for the model to learn something, is discussed in the section just referenced.
The lexical entry is thus made precarious vs. what would be its length: it becomes fortuitous that a term is a word (but it may be frequent). This dimension of contingency, established in Chap. 2 a desirable property of the model, is thus realized in it. A more complete discusion is provided p. RENVOIPAGE _Ref21088563 \h 194.
Even when it happens that a term is a word, the downgrading of the lexicon is increased from the fact that terms are vacuous. This is an important difference with preceding theories. A term this point has been made already has no other import than that of providing access to the exemplarist contexts where it is occurrent, and to be recognized as "the same term" in its recurrences, see section RENV _Ref29605867 \h \* FUSIONFORMAT 7.2.2. Essentiality (or not) of a term (p. RENVOIPAGE _Ref29605867 \h 193).
At this point, little remains of a lexicon's conventional vision. It is not entirely nullified however. An assessment of the question is provided in an appendix (section RENV _Ref32307623 \h \* FUSIONFORMAT 12.2.2. Is a 'table of terms' needed, up to where downgrade the lexicon? p. RENVOIPAGE _Ref32307623 \h 294).
If the notion 'word' looses its value, an incidence has to be expected on the separation between morphology and syntax. But it cannot be a simple abolition of their separation, we need to go a little into details.
NUMLGLAUTO Syntax-morphology separation
NUMLGLAUTO Conversion, improper derivation
The considerations developed above, about homography and syncretism, have an extension and an application in "improper derivationEX "improper derivation"". This refers to the case in which a word of a category is used with a different category, for example in Fr., an infinitive comes in the position of a noun: le parler vrai, le voir baroque. Other example: le bleu du ciel. It is a non-affixal derivationEX "non-affixal derivation:".
The question which improper derivation poses to grammarians is to decide whether, after conversion, we are facing the same word as before conversion of what category then? or two different homonymous words and then how is this homonymyEX "homonymy:by non-affixal derivation" to be handled. It is perceived by Sanctius as early as the 16th century:
One of the most characteristic leading ideas in Minerva is the refutal of any recategorization, of any non-affixal derivation which would enable a noun to play as an adjective, an adjective to "substantivize" in order to act as a noun, and the main part of the chapter dedicated to preposition, abverb and conjunction consists of reinstating in their origin category words which, by their form, are adjectives or pronouns, and the use of which in lieu and instead of an adverb or [text interruption]. Geneviève ClericoEX "Clerico (Geneviève)" in SanctiusEX "Sanctius" 1587/1982, p. 20.
Francoise KerlerouxEX "Kerleroux (Françoise)" writes:
We assume that this notion (improper derivation) serves to cover data which appear as residual, after application of the only available analysis model, that is: affixal morphology, which is supposed to represent all languages. Kerleroux 1996, p. 11, then the entire Chap. V on this topic.
In HPSGEX "HPSG:non-affixal derivation" still, which remains categorial, members of the HPSG community consulted consider rire, in envie de rire and in le rire, as two distinct lexical entries. The reason for this is easy to understand: in HPSG, lexical entries are modeled as feature structures in which feature category plays a key role.
To this, the Analogical Speaker provides again a simple solution. There is one term rire only, without any categorial determination since there is no room for categories. In emission, a form like le pleurer (strange in French) is simply not produced because of the escalation principleEX "escalation principle" if terms like ses pleurs, les pleurs, des pleurs are found present in the plexus (it will only be possible to demonstrate this when we know how to treat meaning). In reception, le pleurer, if we expose the model to receive this, will be abductively licensed from le rire or similar terms, if the plexus contains such terms.
As for le bleu du ciel, le ciel est bleu, there is no need to decide whether bleu must be construed as one word or two (a noun and an adjective): the various placements of the unique term bleu in various structural contexts, that is, in various C-type records, provide for licensing other uses that might be done or uses of distributionally similar terms all in constraining each appropriately. The fact that a single term bleu is the sole occupier of these different placements causes a possible category leakage between what categorial frames call 'adjectives' and what they call 'nouns'. But this is exactly what we need to lincence c'est très classe (it's very classy) or un lourd (a heavy one, a stupid one). Naturally this also exposes us to le rapide de sa réaction (the fast of his reaction) which is not very accepted in contemporaneous French. In the plexus of a contemporaneous French speaker, rapide is at some distance of bleu, réaction is remote from ciel, consequently le rapide de sa réaction is possible but a little expensive, and so normally not produced. It may be received but with a certain cost. That phrase was much less impossible among the précieux in the 17th century, it could be used today with irony or distance, its 'irrecevability' varies among speakers, and we do not know what will turn out to be in a few decades or a few centuries.
NUMLGLAUTO Questioning the inflection-derivation frontier
Several authors put into questionEX "inflection:not separated fom derivation"EX "derivation:not separated from inflection" that there would be too clear a dinstinction between inflection (which would be syntactic) and derivation (which would not be).
The opposition between inflection and derivation, appears fragile enough and the grammarians of SanskritEX "Sanskrit" could do without it. As Pinault notes: For Panini, there are only affixes, which differentiate solely by their rank in the chain of derivation. AurouxEX "Auroux", 1994, p. 175.
The StoiciansEX "Stoicians" make no clear distinction between derivation and inflection. SwiggersEX "Swiggers" 1997, p. 27.
The existence of the difference between inflection and derivation is not less obvious than the difference between semanteme and morpheme. But with the current status of knowledge the definition of this difference is not less vague than the other one. We think the difference is to be sought in the oppositon between syntagmatic relations and associative relations. HjelmslevEX "Hjelmslev" 1933/1985, p. 56.
The difference between inflexion and derivation has a limit in SuffixaufnahmeEX "Suffixaufnahme". PlanckEX "Planck" 1995, p. 3.
If it is true that inflections generally incur a smaller difference of meaning than derivations, and are more general, there is a difference of degree rather than an absolute one between these categories. So it is not possible, according to BybeeEX "Bybee", to situate inflections in syntax and derivations in the lexicon, as Generative Grammar often does. The best definition of inflection is its obligatoriness so that its absence creates a lack which takes a signification. The absence of the mark of plural in French for example, indicates the presence of the singular. VandeloiseEX "Vandeloise" 1990, p. 230.
NUMLGLAUTO Reasons for merging or distinguishing morphology and syntax
EX "morphology-syntax demarcation"EX "syntax-morphology demarcation"Creissels, in the light of African languages questions the notion of word and consequently the morphology-syntax demarcation:EX "Latin"
[In a language like LatinEX "Latin"] in which the morphemes of an utterance are easily grouped into blocks with high internal cohesion and high mobility with respect to each other, there is no reason to reject the advantages of a description in words. Then we have a division into morphology and syntax. But in a language in which the cohesion of morphemes do not show such differences, it is not wise to conserve this schema. CreisselsEX "Creissels" 1991, p. 31.
What is traditionally separated as morphology and syntax, can be envisaged as an axis along which a variety of phenomena, functions and needs ar disposed. It is not given in advance that positing a separation is the most clarifying way to structure this axis.
The position adopted in this model is not to make particular devices that would differentiate morphology and syntax. This option is motivated by three reasons: i) the notion 'word' is not postulated because of the problems it poses, ii) the clause "morphology=short assemblies, syntax=longer ones" is not criterial, iii) abductive movements by constructibility transfer, and by expansive homology apply in both domains.
At least in the tests made thus far, all needs of productive assemblies are covered by the interplay of the following items:
a vision of the lexicon which is "leaned" and made contingent: demotion of the notion of lexical entry, preference for the notion of term, vacuity of terms, minimality suspension, etc.
plexus content, notably C-type records and paradigmatic links between them: they support production of morphological assemblies and syntactic assemblies equally well,
abductive movement by constructibility transfer,
abductive movement by expansive homology,
the general dynamics of agent-based solving (ABS).
The refusal to distinguish between syntax and morphology by subordinating the latter to the former is a principle vision shared by several authors. FradinEX "Fradin" (1999) points out that it is the case of SaussureEX "Saussure:morphology not diff. from syntax", HarrisEX "Harris (Zellig):morphology not distinguished from syntax", HaimanEX "Haiman", GruazEX "Gruaz", SadockEX "Sadock", HalleEX "Halle" and MarrantzEX "Marrantz".
In the same article, the intent of which is on the contrary to defend a distinction between morphology and syntax, Fradin surveys criteria and reasons tending to show that the distinction is necessary. Several of these criteria and reasons have no influence on the Analogical Speaker because the inscriptions in a plexus exert them de facto. So is it for example of the cohesion of morphemes within words. Cohesion happens simply because the plexus provides no exemplarist occasion for such or such expansion to occur, so the model cannot produce that sort of expansion. The same thing can be said about another criterion: that an assembly has a category different form its head's category (then exocentric EX "exocentric" according to BloomfieldEX "Bloomfield") or has the same category (then endocentricEX "endocentric"). For Fradin (p. 27), a morphological assembly is always exocentric whereas in syntax it is more easily endocentric. This is not always true (Fr. passé, passée, passées) or it depends on the vision we take of categories. In any case, here again, in the Analogical Speaker, the exemplarist inscriptions place conditions on the possible outcomes of an assembly, that is, they constrain that with what it will in turn be able to assemble. These "conditions" are not reified, they are a global effect of the inscriptions and the dynamics (ABS and the agents that it hosts) do not have to know anything about it in principle or in general. Therefore, endocentricity or exocentricity do not matter and these notions cannot be used as a base to discriminate that which is morphological and that which is syntactical.
All this does not deny that there might be in these respects some specificities or tendencies of morphology, but asserts that the abductive mechanisms do the job without having to wonder whether they are making morphology or syntax.
The inscriptions of the plexus do not mark in any special way a difference between morphology and syntax, no computation is affected by this difference in particular, the model postulates nothing concerning a possible demarcation.
It is conjectured that this indifferent dynamics would apply with the same felicity to morphological, morphosyntactical or syntactical phenomena which occur in other languages. Group inflectionEX "group inflection", for example, which is observed in BasqueEX "Basque", seems not to pose a particular problem but it would be more important to take a look at languages like Eskimo-Aleut languagesEX "Eskimo-Aleut languages or some African languages in which the morphology-syntax frontier is much less clear even than in e.g. European ones. This work remains to be done. If it confirmed the findings so far, the conclusion would be that the morphology-syntax distinction is, for the most part, just for compartmental convenience and has, at best, a pretheorical statute.
However, this order or reasons do not suffice to account for morphophonologyEX "morphophonology" (Fradin 1999, p. 26). On this point, the model has nothing to say in its current development. It may be that solutions can be found in assembly schemes more elaborate than just concatenation, or ones inspired from the multiple structures of van Vallin, Sadock and Jackendoff; then the decompartmentalization option would be extended and validated.
But it may be also that such phenomena impose to acknowledge something of the word. Without this having to reinstate the word in all its prerogatives, there would be one or two phenomena to treat particularly.
NUMLGLAUTO Zeroes
Strictly speaking, the question of zeroesEX "zero" is not a linguistic one: by definiton, zero elements are not observable phenomena; they are dispositions that some theories adopt in the account they give of certain phenomena. The question links with that of the ellipsisEX "ellipsis" without coinciding with it.
NUMLGLAUTO Zero elements in grammar and in linguistics
The temptation of zero elements in the history of linguistic thought dates back to SanctiusEX "Sanctius" at least:
Sanctius refuses to make passive impersonalEX "passive:impersonal" [in Latin] a distinct structure from that of ordinary passive. Both may be glossed identically and integrated into equivalent constructions. Therefore it is a useless category and the mind of children should not be burdened with it. This position allows him then to "prove" with a circular argument, that any verb is necessarily transitiveEX "transitive", including those regarded as neutral (curere, sedere, stare) by the tradition. Since these verbs occur in passsiveEX "passive", (curitur, sedetur, statur), and since this passive is not different from the passive of transitive verbs amatur, this leads to positing behind them the suppletion of a transition accusative, stationem after stare, setionem after sedere, cursum after curere. This example illustrates the fact that, for an author who goes beyond formal data, phenomena in the form EX "form:prevailing in Sanctius" play a considerable role in the organization of language. Geneviève ClericoEX "Clerico (Geneviève)" in Sanctius 1587/1982, p. 22.
Much later their usage is systematized in structural linguistics EX "structural linguistics".
EX "zero:in Harris"Giving the status of linguistic elements to zero segments can be carried out in a great many situations. It can be used in such a way as to blur the differences between two sets of morpheme-class relations. Note must therefore be taken of the descriptive effect of each zero segment that is recognized in the course of an analysis. In keeping with the present methods, it would be required that the setting up of zero segments should not destroy the one-one correspondence between morphological description and speech. Hence a zero segment in a given environment can only be a member of one class. HarrisEX "Harris (Zellig):zero". 1951, p. 335.
In MartinetEX "Martinet:zero element" the zero element is the occasion of a curiosity. Accepting zero elements generally ("the signifier of subjunctiveEX "subjunctive" is occasionally the zero signifier", "the zero signifier of injunction"), he states that before giving in to that temptation it must be assured that its signified is consistent:
However, there is normally [in the case of European languages], among the elements of the grammatical class, a "category" which is unmarkedEX "mark:unmarked", that is, neither formally represented nor semantically characterized: this is the case, in French, of indicativeEX "indicative", of presentEX "present" and of singularEX "singular". One must not posit a "monème"EX "monème" for a zero signifier that would correspond to an inconsistent signifiedEX "inconsistent signified". Martinet 1985, p. 146.
This is somewhat disappointing. This author who generally recognizes opposition EX "opposition" (in take the book, take is selected against give, throw, put, etc., ibid, p. 32), sees the absence of markEX "mark:absent", as it does not positively characterizes it, to correspond to an "inconsistent signified". Does opposition apply separately in each plane? I agree on the conclusion: zero elements are not desirable, not more in this case than in any other (cf. below), but there is a serious objection about a motivation of this kind. It is not possible to make an ad hoc correction at an isolated point without reconsidering the analysis frame (mode, tense, person, number) and its general relation with the formal observables. Either you recognize the ideal frame of the verb paradigm in an Indo-European language (mode, tense, person, number) and you request forms to be characterized according to it; then you cannot say that indicative present singular is an inconsistent signified and a zero element is necessary. Or you recognize the analysis frame without requesting the forms to be always differentiated in it; then a zero element is not necessary, but it remains to be shown how speakers assign forms (now ambiguous) to places in the frame. Or this is my proposition the frame is not postulated (it would be categorial) and one shows, on exemplars, and analogically, which ratios and which oppositions a speaker can make, in what assemblies of bases and inflexions (and of contexts) in those that a speaker can license, these are not always the same for all verbs (that is for all basesEX "base (verbal base)"); this will have to be doable without zero elements.
Even before the fundamental objections which will be made, the explanatory power of the zero postulation is not well asured in many cases. Marandin identifies the failure of analysing with an empty category the noun phrase EX "noun phrase" Det + Adj, ex. les rouges sont fripés (En. the red (ones) are crumpled).
Elsewhere, zeroes are refuted in the name of checkabilityEX "checkability" and non-indexabilityEX "indexability (non -)":
From an epistemological viewpoint, positing zero marks EX "mark:zero"or zero constituents is questionable, since it amounts to posit a segment, constituent, or a segmental markEX "segmental mark", the signifier of which is precisely represented by an absence of segment, therefore to posit fictitious segments under the pressure of the theory this encompasses an important risk of non-checkability. Another difficulty quickly appears: the fundamental impossibility to categorize, and to index such elements "which do not exist", and even more to coindex them.
the functions that would be theirs must be taken over by other elements:
There is no zero mark for the person, but a pluridimensional structure of linguistic paradigms. This applies in the plane of paradigms, with paradigms of paradigms, and it appplies as well from the viewpoint of the syntagmatic axis which presents a "superposition of marks" of various types, concomitant marks which enter into combination in any utterance and give distinct instructions.
In the case of relativization EX "relativization" in languages without a relative pronoun, Japanese for example, the push to postulate zero marks is seen as a consequence of the fact that the relative proposition is perceived as a transformationEX "transformation" of an autonomous proposition. In a theory without transformations this reason for zero marks fallsEX "zero:a consequence of transformations".
Lemaréchal pleads, rightly, for not positing zero marks. His intuition of the "superposition of marks" as a suppletion to what other frames analyse as a shortage of segmental marks has indeed the potential of a productive dynamics that may succeed without zero elements; this dynamics must be made explicit and this will be done below.
Sadock'sEX "Sadock" Autolexical SyntaxEX "Autolexical Syntax" complexifying the model for many reasons, succeeds in constructing the explanation without zero elements.
One of the features of the autolexical model that give rise to discrepancies between representations in different dimensions is the possibility that a lexeme that is represented in one component is simply not represented at all in another, giving the effect of deletion or insertion without the need for specific rules that actually delete or insert. The empty subject of "extraposition sentences" [It seems that Fido barks] for example, can be treated simply as an element with a representation in syntax but none whatsoever in semantics.
The Autolexical Syntax contains no notion of movement:
The components are modular in that the units with which they deal are distinct. The units of the morphology are stems, affixes, inflections, and so on, namely units that are appropriate to word construction; the units of the syntax are words, phrases, clauses, and so on, that is, units appropriate to sentence structure; and the units of the semantics are predicates, arguments, variables, and the like, that is, meaningful units. The components of an autonomous, modular grammar of this kind are thus "informationally encapsulated" in the terminology of FodorEX "Fodor" 1983 (The Modularity of Mind), whereas the modular building blocks of a GBEX "GB" style grammar, such as the rule Move-AlphaEX "Move-Alpha", have access to all representational dimensions, and are therefore not informationally encapsulated.
Which suggests that the Autolexical Syntax does not have transformations. Although the non-postulation of transformations and movements is never explicit in the text, these notions occur only in examples that the theory proposes to treat without them. This conjecture is reinforced by this:
a context-free phrase structure grammar is a sufficient formalism for each of the modules, including the syntactic component.
Now, phrase structure grammarsEX "phrase structure grammar" are a supertype of X barEX "X bar" theory (which specializes them by adding the notion 'head') and the same X bar theory is positioned as the component which addresses syntax before transformations. Finally, the Autolexical Syntax does not recognize transformations, which is coherent with the fact that it does not recognize zero elements.
NUMLGLAUTO What should be done with zero elements
In short, zero elements are introduced as a consequence of either the generativist's trasformations or mono-, bi-, or tridimensional categorial paradigms for morphology or syntax. One understands that, since there is no positing of transformations and since pluridimensional paradigms are not approached with categories, the need for zero elments falls in this model and they are not introduced.
The cases which motivated their introduction in other frames are proceessed simply and naturaly by the interplay of A-type and C-type records and of the computations that apply to them, using the escalation principleEX "escalation", cf. section RENV _Ref21088721 \h \* FUSIONFORMAT 6.4. Anomaly and regularity, p. RENVOIPAGE _Ref21088721 \h 181, for transformations, cf. section RENV _Ref21703103 \h \* FUSIONFORMAT 4.2. About non-transformation, p. RENVOIPAGE _Ref21703103 \h 107.
The demonstration will be better made on an example.
NUMLGLAUTO "The indefinite plural article has no realization in English".
Seemingly, speakers of English agree upon the following analogy:
(A) the cat : a cat :: the cats : cats
In a framework which posits the notion 'word', if a mass of other facts invites to posit words 'the', 'a', 'cat', 'cats', which are categorized into articles and nouns, and if the backing frame comprises the dimension defined-undefined and the dimension singular-plural, we have to face a slight obstacle: the position article+indefinite+plural is not filled with anything. The structuralist solution consists of postulating an indefinite plural article with no realization, a zero article, and the tempation is to write lines as :
(1) the cat : a cat :: the cats : ( cats
(2) cat : cat :: cats : cats
(3) the : a :: the : (
The tempation is even stronger if the theoretical frame posits propositons of the type: NP ( Det + N
Line (2) is not false but trivial or tautological and has to be left out of the consideration as void.
Line (3) has two inconveniences. Firstly the double occurrence of "the" which connects with the question of syncretism (cf. p. RENVOIPAGE _Ref22537087 \h 160), and secondly the presence of ( the problems of which have just been exposed. Finally inscriptions (2) and (3) reflect nothing of a linguistic knowledge that would be useable in the linguistic computation. Now line (A) is perfect even if its terms are not minimal: it is a very good analogy, very contributive to the computation, and free of any negative side-effect. If we regognize the principle of suspension of minimalityEX "suspension of minimality:to avoid zero elements", it becomes possible to keep it.
As a complement we will need an operation of substraction which may have two operative supports: a) the substractive utilization of C-type records, in cases where the inscriptions of the plexus are abundant and sufficient, and b) formal analogy when inscriptions of the plexus do not suffice, for example in the case of unknown words. So for the English term tiger, less familiar the En. cat, but which some other plexus inscription make it possible to abductively "co-categorize" with cat, inscription (A) will abductively license something like (B);
(B) the tiger : a tiger :: the tigers : tigers
which will contribute to align the behaviour of tiger on that of cat for matters of number and definiteness.
Although it may, line (B) does not have to be explicitly inscribed in the plexus; the computation, because it is abductive and integrative, will develop as if the inscription were explicit. When it is not, the computation will simply be slower, as the abductive gimp which will then have to be deployed to reconstruct its effect requires a few supplementary agents.
NUMLGLAUTO Anomaly and regularity
Chap. 2 reminded how old the question is: analogistsEX "analogists", anomalistsEX "anomalists" in the Antiquity, and arbitration by VarroEX "Varro". Chap. 2 also reminded the position of Arnauld and Lancelot which boils down to acommodate attested anomaly while "disturbing the least possible the analogy of language", without however authorising non-attested usage.
So far, these authors make of the question anomaly-analogy or anomaly-regularity a treatment which is descriptive, antagonisitc or oecumenical, normative in the cae of Port-Royal, but the explanatory treatment, when present at all, is nascent only and no case operative.
Rather than an antagonism between analogy (rule) and anomaly, it is advantageous to see an analogy versus another one it may be the case that the extension of the latter happening to be limited to one exemplar only. Thus, if the repairing analogy of the Neogrammarians installs a new form beside an old one that undergoed phonetic change, one often sees also new forms with analogical motivation doubling old ones which did not undergo anything: they simply follow another analogy. The older form is not anomalous per se, it is only versus the newer analogy or a statistics. Such cases are frequent in Vaugelas, and this vision is necessary to account for the mobility of the demarcations in the "situations de partage" of verbal paradigms, along the diachrony of the French verb.
The question of anomaly and analogy poses a problem to generativismEX "generativism". Following its requirement of minimalityEX "minimality:of the theory", this theory, at least in its early stages, places on rulesEX "rule" and categoriesEX "category:used by generativism" the duty of accounting for the greatest possible part of the data; this leads it to rejecting all anomaly in the lexicon and results, at the earliest stages, in some discomfort in the vision of the lexicon and morphology, and more recently, in a more lexicalized theory.
Langacker denounced this as the 'rule-list fallacy'EX "rule-list fallacy":
[in the generativist conceptions] If a grammar is a set of rules for constructing expressions, and contains the fewest statements possible, then any expression constructed by these rules must itself be omited from the grammar. Separately listing an expression computable by general rules would be redundant (and redundancy is evil) (Langacker 1988b, p. 128). I call "rule/list fallacy" the presumption of the generative grammarians that regular expressions should not be listed in the grammar. It is fallacious because it tacitly presupposes only two options: rules vs. lists. But nothing in principle prevents positing both (ibid. p. 131).
Rules and lists are not mutually exclusive (rule/list fallacy): instantiating expressions have to be included in the grammar along with rules because rehearsed units are known despite their satisfying general patterns. Langacker (p. 2). [the approach I advocate is] non-reductive. Recognition of both rules (or patterns) and individual knowledge of specific features. Advantage: accomodates instances where a fixed expression is more detailed and elaborate than the structure that a rule or schema would allow to compute (an eraser is not just something that erases) (p. 132).
The question of anomaly vs. analogy was touched a first time on the occasion of a response to Jackendoff who deemed the "usage-based" principle as unable to treat it, and a direction for solution was then sketched. It encompasses A-type records exploited by the 'analogical task' (agent ANZ) on the one hand and on the other, Ctype records exploited by morphological and syntactic constructive processes (agents B2 and B3), both being supervised so as to make to bear the principle of escalation (p. RENVOIPAGE _Ref44478856 \h 92).
Thus for example, the analogical task X : cheval :: hommes : homme, which amounts for the analysts that we are, but the model does not know it to find a plural for cheval, initiates an abduction by systemic productivityEX "systemic:productivity" (agent ANZ) and, if the plexus contains the anomalous termEX "anomalous term" chevaux, finds it by this way. Only when such a result is not found at a reasonable cost, is then launched a suppletion process which builds chevals licensed from the inscription homme + -s ( hommes (or similar accessible ones) and abducting its effect. The suppletion process constitutes an escalation: it is more expensive, and consequently penalized with respect to the direct process; because of this, before becoming productive itself, or even before just starting, it leaves an opportunity for chevaux to be produced.
The direct process is agent ANZEX "agent ANZ:as direct process", the suppletion process is agent S2AEX "agent S2A:as suppletion process" and the process controlling both is agent AN2EX "agent AN2:as controller process", cf. corresponding appendixes for their specifications.
Let us now revisit the modularist option concerning anomaly and regularity. It is attacked by LangackerEX "Langacker:against modularism" again:
Attemps to impose a strict boundary between structural regularity and idiosyncrasy attributing them to distinct modules or processing systems (ChomskyEX "Chomsky:modularity"" 1965, PinkerEX "Pinker"" and PrinceEX "Prince"" 1991) are, I believe, linguistically untenable and psychologically dubious. Instead, I envisage a dynamic, interactive process whereby structures at all levels of abstraction compete for activation and for the priviledge of being invoked in producing and understanding utterances (ElmanEX "Elman"" & McClellandEX "McClelland"" 1984, Langacker 1988). Langacker 1998, p. 25.
If one really wants to, it is possible to see two modulesEX "module" in those two different processing modes: indeed both are carried out by distinct effectors, cortical areas perhaps, in this model distinct agents. Yet it should also be noted that the effectors are minor, in their function an in their size, with respect to the overall mechanics which controls them, which obtains differentiated results according to the relevant terms in the tasks, and which globally exerts the escalation principleEX "escalation". Both positions can be defended: that there are modules, and that there are not; none is very interesting because in a linguistic task, as soon as it is not ridiculously small, both modes are present and what matters is their combined interplay in this intrication. If there had to be two modules, one of regularity and one of anomaly, the interesting question would remain to know when and why either is triggered, how both interface and concur to enterprises beyond the scope of each. This cooperation/concurrence and escalation game is exactly what the dynamic side of the Analogical Speaker does.
NUMLGLAUTO Syntactic head
I remind here the example data of section RENV _Ref43175745 \h \* FUSIONFORMAT 3.6.4. Abductive movement by expansive homomogy (p. RENVOIPAGE _Ref43175745 \h 85). They consist of two constructor paradigms:
C1 une + journée ( une journée C2 une + belle journée ( une belle journée C3 une + occasion ( une occasion
and:
C4 belle + journée ( belle journée C5 belle + victoire ( belle victoire
both sharing term belle journée in records C2 and C4 this last point is constitutive of expansive homology. A set of constructor records (C-type records) of that type was named 'expansive gate'. The expansive gate in the example is a "hard" one: the term is homologous to an expansion of itself. 'Soft' expansion gates are also possible in which a term is homologous to an expansion of a term which is distributionally similar to it.
If one wishes to, one may call "head" the term journée, that which is homologous to its expansion. However this is not required because i) the analysis of expansions takes place without having had to state generative rules or make HPSG-like lexical entries; in any case, as there are no categories, there is no base to say that a construction is endocentricEX "endocentric" or exocentricEX "exocentric", ii) the optionality of adjunctsEX "adjunct" is a question which is solved naturally by the operation itself of the B2-B3 process using expansive homology movements, and iii) agreementEX "agreement:without syntatic head" and concordEX "concord" are handled by different ways; there is no syntactic featureEX "feature:syntactic" to propagate, no percolation. In short, none of the reasons which motivate the introduction of the notion 'head' in theories that require it no longer hold here. The corresponding effects can be obtained without such explicit postulation.
Moreover, since the analyses are not univocal as we have seen, the head could only be ambiguous.
Finally, the notion 'head' is not necessary in the proposed frame. DependencyEX "dependency", the obligatoriness or optionality of a segment, are exerted in the model but they do so in a sort of de facto manner, they are expressed pervasively and distributedly in the records of the plexus and they are manifested as effects in the utilization of the plexus that the computations do.
NUMLGLAUTO Sentence
For the sentenceEX "sentence", as many authors, as many definitions or almost so, and the most ironical one: "a sentence is that after which you write a full stopEX "point"" is not the silliest one. And still these definitions address written language only:
Although sentences have often to be treated unquestioningly as the most basic of linguistic units, they do not always emerge from ordinary speaking with compelling clarity. Syntax and prosodyEX "prosody" are often at odds, and intonation unitsEX "intonation unit" do not always combine to form structures with the properties syntacticians have traditionnally assigned to the data that has been either invented or, at best, copied from some piece of writingEX "writing". It is interesting to find that, whereas both intonation units and discourse topics remain relatively stable in content across different tellings of the same experience by the same individual, sentences do not. ChafeEX "Chafe" 1996a, p. 45.
The problems of sentence definiton were well and extensively described and I shall not repeat this.
What the model requires to operate are constructive paradigmsEX "constructive paradigm". They may concern written language or spoken languageEX "spoken language". They may be prototypical or not, comply with an institutional norm or not. Forms terminated by a full stop may be, among others, assemblies in exemplarist constructions; that is, a sentence may be a term. To this there is no other contra-indication than the loss of usefulness of long terms cf. section RENV _Ref30730478 \h \* FUSIONFORMAT 7.2.6. Terms should be simple and commonplace p. RENVOIPAGE _Ref30730478 \h 200.
Things being so, sentences can be constituents in analogies bearing on sequences of replicas in dialogues, so that the model is open to "trans-sentence" processing or to sequences of verbal productions punctuated not by full stops, but by prosodic marks.
Two exemplarist constructions EX "exemplarist construction" forming a plexus paradigm suffice to licence more if only abductive paths can be found. In the linguistic form only for the time being.
More than prosodic delimitation, phrasal delimitation, or sentential delimitation, what matters is the construction of meaningEX "meaning" (the following concerns an extension of the model, yet to be done, in which meaning would be processed). The lag versus good formation EX "good formation" or completenessEX "completeness" which would be that of a well formed sentence may be as low as a synthesis pointEX "synthesis point". A 'synthesis point' EX "Tamba (Irène)" is a point at which meaning may be fabricated, as little as it may be. This is not the case in all assemblies: some assemblies are steps which are necessary while awaiting a synthesis point, but which do not allow the construction of a stable meaning. In reception, as son as a syntesis point is reached, the corresponding meaning is fabricated and becomes an asset while waiting for the rest of the utterance, the analysis of which it will contribute to orientate.
On the whole, about a form being sentential or not, as well as it being well formed or not, the idea is to abstain overspecifying: it is the plexus that commandsEX "plexus:it is the - that commands" what will be possible or not, what will be easy or difficult. In a plexus of writen, academic langugage, the notion 'sentence' will be massively present, pervasive in exemplars, and the productions based on that plexus will be univocally recognized as sentences. By contrast, such plexus of spoken language may make little or no room for sentences, or attest "sentences" which cannot be canonized against any canon. If it contains structural analogies (C-type records with paradigmatic links between them) it will constitute the foothold of an abductive productivity in the same way as the former one; it will determine the "style"EX "style"" of these productions.
NUMLGLAUTO Conclusion: dynamics are the cause, and the grammar an effect
Chapters 4 and 5 shown, in a positive manner, how a number of effects so far (badly) accounted for by stipulative discourse (grammars, static theories of a "language") were better seen as produced by a dynamic model.
We just saw in this chapter, now in a negative manner, how a number grammatical notions, each of them problematic, loose their necessity. This was done by showing in each case how the Analogical Speaker solves differently the questions that these notions addressed.
These are ancient notions like word, homonym, lexical entry, lexical meaning, morphology-syntax boundary, sentence.
These are also more recent notions of 20th century linguistics: syntagm, zero element, syntactic head, and even morpheme to some extent.
In their stead, the dynamics and principles of the model: proximality, suspension of minimality, vacuity of terms, inscriptions of systemic analogies and structural analogies, abductive movements, and the general abductive dynamics, solve numerous description questions and theoretical questions. They do so with economy, flexibility, a certain plausibility, and with means which are simple and tend to be non-specific.
Thus, it has been widely proven in which way many grammatical notions become consequences of the dynamics. The relation between grammar and the dynamics was upside-down: the former was expected to explain the latter. Now it turns out that things go the other way round.
Analogy, now repositioned as a static system of ratios between terms, and a productive dynamic process, restaures the reasoning in the right sense. Repositioning things in this way allows to hold the phenomenon for a phenomenon and the process for a process, to make the process the cause, and the phenomenon an effect.
This enterprise of resetting things in the right order, because it reinstates analogy, restaures continuity with over two thousand years of lingustic thought, and with more recent themes in the cognitive sciences. It makes the theory compatible with category leakage, with linguistic change (analogy as the mechanism of change, and the possibility of reanalysis which stays always open), and language acquisition. Language acquisition and reanalysis will be dealt with in Chap. 8 with other directions along which the model is susceptible to be prolonged.
In the meantime, a few questions touching its foundations need to be digged, which will provide opportunities to contrast the model with other approaches.
Chapter NUMLGLAUTO Foundations and contrasts

In this chapter several questions related to the foundations of the model are addressed. The vision of analogy in it is constrasted with that in other theories; the notion of term is discussed in all respects; more details are provided about copositioning and integrativity; three oppositions are discussed: exemplars vs. occurrences, proximality vs. totality, and extension vs. intension; the question of variable binding is shown to be less of a question after the refusal to reify categories and rules; the proposed model is contrasted with recent propositions tending to introduce probabilities in linguistic theories; finally the model is contrasted with connectionism.
NUMLGLAUTO Analogy in this model and in other propositions
In the Analogical Speaker, analogy EX "analogy:as the base of operation is the base of the inscriptions of linguistic knowledge and it is also the base of the linguistic dynamics; the model is isonomicEX "isonomy" (cf. p. RENVOIPAGE _Ref44652937 \h 89). Other authors on the contrary aim at making analogies (and perhaps also metaphors and metonymies) without trying to found the inscriptions and the operation themselves on analogy; they are partonomicEX "partonomy".
NUMLGLAUTO Psychologists, cogniticians, artificial intelligence
So is it with SME EX "SME" (Falkenheimer EX "Falkenheimer" 1989), ACME EX "ACME" (Holyoak, Novick & Melz 1994), LISA (Hummel 1997), Tabletop EX "Tabletop" (Hofstadter EX "Hofstadter" 1995), and Sapper EX "Sapper" (Veale EX "Veale" 1988).
For the needs of the discussion, I propose to call "standard problem" vis-à-vis analogy the question as posed by psychologists (after GentnerEX "Gentner" 1983), which is also the question as posed in artificial intelligenceEX "artificial intelligence". It is schematically recalled for example in Lepage (1996, p. 728) who I summarize EX "Lepage" . The standard problem is presented as follows:
two domains are envisaged, for example the atom and the solar system, the latter (the vehicleEX "vehicle") being expected to help understand the former (the tenorEX "tenor").
the approach consists of achieving a structure mappingEX "structure:mapping" of the two domains (e.g. atom kernel : sun).
the structure mapping will result in property transfers (gravity : electromagnetic field). Structure mapping and property transfer are two different operations.
the base of the structure mapping is a modeling of each domain (the solar system is made up of the sun and planets, a planet has a mass, there are eleven planets each with a different mass, planets have orbits around the sun, etc.).
the value of an analogy is a function of the strength of the transferred properties (number, truth, etc.).
the "standard problem" is defined as follows: the structures of the two domains being given, find a structure mapping between them.
Extension of the "standard problem": one target domain (the atom) which is poorly understood being given, and now not just another domain but a vast knowledge base (astronomy, human size mechanics, naive sociology, etc.) being available, select the best part of the knowledge base which may be taken as a source domain to make a structure mapping with the target domain.
A first way to constrast the standard problem with the model proposed in this work is to see that the standard problem supposes the analogous domains to be partonomicallyEX "partonomy" modeled (cf. p. RENVOIPAGE _Ref44213511 \h 89): briefly, they contain property-bearing entities, and with relations among them. It is because each domain is modeled that a mapping may be searched for, and possibly found. The approach is partonomic.
In the Analogical Speaker on the contrary, for systemic productivity (that of Chap. 5, p. RENVOIPAGE _Ref43034819 \h 129), a dynamics develops between terms without requiring them to have properties. It is an isonomicEX "isonomy" approach. This dimension is entirely new and is not to be found in the standard problem.
Secondly, in the syntactic computation which accounts for structural productivity (that of Chap. 4, p. RENVOIPAGE _Ref32737019 \h 97), it is possible to see the utterance to be analysed (by the
in the Analogical Speaker in the "standard problem"
utterance (to be analysed) target domain (atom to be understood)
plexus knowkedge base
licensing records source domain (solar system)
Table SEQ dddd \* ARABE 14 Mapping with the analogical "standard problem"
model) as the target domain to be understood (the atom in the standard problem) and the plexus of the linguistic knowledge (of the model) as the knowledge base (of the standard problem); in this, the problem posed to the model would be comparable to the standard problem.
The mapping then would be as summarized in the table above.
There is a first difference though: in the Analogical Speaker the plexusEX "plexus:described by analogical means" is described on a strictly isonomic base whereas works that address the standard problem, for most of them, give of the domains to be mapped descriptions which are "ontologies"EX "ontology:in IA" (this is the word often used), sorts of semantic netsEX "network:semantic net"EX "semantic net" based on properties, on categorical types and relations. Such models are partonomic.
A second difference between the Analogical Speaker and current analogical mapping models lies in the general dynamics for producing results:
A classical solution [to produce the good answer] is to consider all the possible representations of a situation, as in the case of modeling analogical reasoning, in which it is frequent to build all possible pairings between the elements of two situations, and then to select the best adapted one according to defined constraints. But if we want a psychological account of this ability, the problem of encoding, and the problem of representation lashes back: we do not elaborate all representations and it is dificult to set decision rules before the construction of representations.
The Analogical Speaker does not build all possible pairings; on the contrary, it draws on proximality to reach one or a few precedents which are good enough and, in this small number, it selects those with which a settling (i.e. a solving) takes place. To this end, the dynamics envisages certain possibilities and never has to envisage a totality or a closure. In the Analogical Speaker, the closure is a question at no moment: the heuristic process gradually broadens a search scope by gradually soliciting less proximal inscriptions; it is stimulated to do so only by the lack of congruence between the arguments of an act and the inscriptions in the plexus. What we see here is a hint of the proximality-totality antagonism which will be developed infra (p. RENVOIPAGE _Ref21106523 \h 211).
NUMLGLAUTO Skousen: "statistical" analogy without rules or categories, but A2
A work, that of SkousenEX "Skousen" recognizes (as do I) the inadequacy of rules EX "rule:refused" as operating in language phenomena, and his argument is about that which I summarize in Chap. 1 and which is developed in an appendix. In order to "predict the linguisic behaviour", Skousen uses an analogical meansEX "analogy:for Skousen" .
In order to eliminate these difficulties, this book introduces a new way of accounting for language behavior, one that can be called analogical. But unlike the imprecise and impressionistic appeals to "analogy" that have characterized language studies in the past, the analogical approach that this book proposes is based on an explicit definition of analogy. The main problem with traditional analogy EX "analogy:traditional - too permissive" is that there is no limit to its use: almost any form can be used to explain the behavior of another form, providing there is some similarity, however meager, between the two forms. Nor does this book use analogy to handle only the cases that the rules cannot account for. Instead, everything is considered analogical, even the cases of complete regularityEX "analogy:addresing anomaly and regularity". Skousen 1989, introduction.
Analogy is responsible for accounting even for complete regularity. This theme is fully compatible with mine, which is that effects of regularization must be handled along with anomalousEX "anomaly" facts in a single operating mechnism, different from the rule, and leaving to the latter no place in the modus operandi.
One can only follow Skousen with interest in his effort to run away from the "imprecise and impressionistic appeals to analogy" which were made. In effect, the analogy which he refuses, that which satisfies itself with "some similarity, however meager, between the two forms", highly resembles the associations of associationist psychologyEX "associationist psychology" and is probably not a sufficient lever to be applied to language. How is he going to achieve this?
Basically, an analogical description predicts behavior by means of a collection of examples called the analogical setEX "analogical set". For a given context x, we construct the analogical set for x by looking through the data for (1) classes of examples that are the most similar to x and (2) more general classes of examples which behave like those examples most similar to x. The probability that a particular kind of occurrence EX "occurrence" will serve as the analogical model depends on several interrelated factors:
(1) the similarityEX "similarity" of the occurrence to the given context x;
(2) the frequencyEX "frequency" of the occurrence; and
(3) whether or not there are intervening occurrences closer to x with the same behavior.
What appears is this: i) similarityEX "similarity:binary" always plays between two elements (not between four), that is, between two examples (exemplars?EX "exemplar:for Skousen") or occurrences, arising for him from a corpusEX "corpus", that is, between such an exemplar and the "given context x", which is what determines the linguistic task, ii) the frequency of exemplars in the corpus is solicited, iii) the attention brought to "intervening occurrences" suggests the request for maximum contrast made by Householder (Chap. 2) in the lines of structural linguistics.
In the end, what is selected to "serve as the analogical model" for x, is what: i) resembles it most, and ii) is most frequent in the corpus.
It is possible to see Skousen's clause "most frequent" as analogous to familiarity orientationEX "familiarity orientation:analogous of frequency" in the Analogical Speaker.
Regarding similarity, the examined text is not precise, but it is reasonable to infer this was confirmed by working with Robert FreemanEX "Freeman" whose work is akin to Skousen's that Skousen's similarity is distributionalEX "distribution" similarity in the corpus. This means to say that x1 and x2 are more similar the more they have occurrences sharing the same left context and right context.
Finally, it appears that Skousen's analogy is analogy between two terms, of the type "X is like Y" (that which was called "A2 analogy" in Chap. 2 when discussing the dismissal of analogy by Chomsky). A4 analogyEX "A4 analogy"EX "analogy:A4" of the type "X is to Y as A is to B" is not mentioned.
The cases which this book addresses convincingly are:
the English indefinite article a/an EX "article:indefinite"EX "English"
the English initial /h/ in graphical realization ( regular case, majoritary exception , minoritary exception ),
the categorization of the labial stop EX "labial stop"by its voicing onset EX "onset" time (/b/ [-107,2] milliseconds, /p/ [51,94] milliseconds).
a diachronic phenomenon in FinnishEX "Finnish": twelve verbs used to end with si in the past tense and now they end with ti and it is not possible to relate this change to any systematic explanation. For two verbs, Skousen explains the change by the avoidance of a homophony, then:
The effect of this minor change in an already sparse field was sufficient to break down the original gang effect of that field. Under conditions of imperfect memory, the analogical approach then predicts the subsequent historical drift, so that over time other verbs in this field have also changed their past tense forms from si to ti. The analogical approach thus accounts for the original instability of certain past tense forms in Finnish. It also predicts the overall stability of the past tense in the modern standard language.
Phonetic changeEX "phonetic change" of the first two verbs drove the (analogical) creation EX "creation:analogical" of new forms to the remaining ten verbs (gang effect) and the new forms superseded the older ones. We recognize here the "repairing" analogy EX "analogy:repairing" of Brugmann EX "Brugmann" and Saussure EX "Saussure:repairing analogy" already presented in Chap. 2. Repair spreads (or not yet) to the rest of the paradigmEX "paradigm" probably for reasons of the type invoked by Demarolle (1990)EX "Demarolle" (apportionment situations EX "repartition situations" ) cf. Chap. 2 again.
Now repairing analogy is an entirely A4EX "A4" meachanism. How can it be invoked in a work which started out by recognizing A2 analogyEX "A2 analogy" only?
In the same spirit, it would be interesting to see how Skousen analogically explains questions which he did not address like agreement EX "agreement:addresed by Skousen?" , syntagmatic expansion EX "expansion (syntagmatic expansion)" and, more generally, syntax matters.
In summary, in the renewed interest for analogy, it is not clear for everyone that the variety to take into account is A4 analogy. By contrast, this is very clear with Itkonen.
NUMLGLAUTO Itkonen: A4 analogy, but with rules and categories
An important paper by ItkonenEX "Itkonen", tending generally to rehabilitate analogy, was analysed p. RENVOIPAGE _Ref21537434 \h 42. This article comprises a model which suggests two remarks.
NUMLGLAUTO Itkonen keeps rules, categories and the slot-filler schema
In order to explain syntax by means of analogyEX "analogy:for Itkonen", Itkonen 'formalizes' syntaxtic analogies (p. 145).
He models linguistic knowledge as PrologEX "Prolog" rules by typing Prolog atoms with the most usual categories of the analysis of English (N, V, NP, VP, Adv, Adj, Prep, etc.; subject, object, etc.; agent, patient, etc.). As Prolog does not have types, its utilization might favour a non-categorial modeling but this is not what is done: types, i.e. the above listed categories, are explicitly built upon Prolog.
The use of categoriesEX "category:used by Itkonen" made by Itkonen in his model, as already mentioned, may be just a convenience that this author adopted on the occasion of a limited argument; nowhere in the paper is a positive claim for categories and rules to be found, but nowhere either is the question even sketched. However, it can only be noted that Itkonen's model, as presented in the article, observes the slot-filler principle, and the potential of analogy to do better is not used or even envisaged.
NUMLGLAUTO Itkonen treats "analogies which motivated transformations" as analogical tasks
Itkonen assigns his model to solve tasks like:
X John said that we have to get off the bus here------------------------------------------- = ---------------------------------------------------------Where did John say that Bill was? John said that Bill was there
that is, he asks it to find:
X = Where did John say that we have to get off the bus.
Above I called this 'analogical task' with syntax. The question at stake here is that of analogies which motivated transformationsEX "analogy which motivated transformations", cf. p. RENVOIPAGE _Ref21703103 \h 107. He treats them by showing that it is possible to solve them as analogical tasks, that is, by showing that it is possible to compute a proportional fourth.
I addressed this above already: for me, explaining these systematicities by substituting the generation-transformation system of Generative Grammar with an analogical explanation does not necessarily demand solving analogical tasks. Such tasks in themselves are not normal speakers' ability, they do not fall within the 'natural' use of language and ought to be seen rather as a metalinguistic exercice.
A first tier of explanation may be obtained as I showed in the already stated section.
However, there may be more to the analogical task than a gratuitous exercise of productive know-how. This cannot be decided as long as we do not have a model of the utterance production process. This model would start from the 'thing to be said', from the enunciative programme; it would devise an 'enunciation plan' taking account of the plexus resources that present themselves as the best ones with which to make mappings; it would then deploy an analogical computation so as to produce an utterance which represents a good compromise to 'say what has to be said'.
The enunciation process may opt for direct use of an interrogative exemplar, which will serve as a sentential template, then make substitutions in it, without ever having to compute a 'transforming analogy'. When this is the case, analogies which motivated transformations are explained by analogy without requiring an explanation based on transforming analogical taks. Here, I fight against this preconception which would make affirmative, active, non-thematized sentences the prototype from which every other type should obtain by transformations. It is important to refer this conception back to a linguistics of compentence (in Chomsky's sense), that is, a linguistics of a language, which is not that made here, nor is it that which Itkonen makes.
Itkonen undertakes a micro-work-programme assigned by generativism without bringing a potential critique to its ultimate term. He fulfils the programme with his weapon: analogy. He succeeds, and thence refutes generativism's pretention to impose derivations and transformations because there would be no challenging proposal. But he endorses regularism and categorialism 'en passant'.
Here is a limit or an article which did not make this its main purpose. I wish to repeat how important this 'rehabilitational' article is, as it shows the error that constitutes the dismissal of analogy by Chomsky (please refer back to the already provided summary).
NUMLGLAUTO A2 analogy anyway, but differently
EX "A2:as a phenomenon, not in the theory"EX "analogy:A2"Several times, great care was taken to distinguish A4 analogy (four terms) from A2 (two terms). The former is fully fledged, technical, it allows us to found a computation; the latter is too poor, and for this reason rejected as improper to found a computation. However, in language manifestations, phenomena with two terms do occur (ex. the vase is like the shield, Ares is like Dionysos, he is a snake, tons of worries), likewise, phenomena with three terms occur (ex. the vase is the shield of Dionysos). These structures may not be those which provide the computation with its foundation, they nevertheless remain phenomena, and productivity among them must be explained; but they are seen as phenomena, not as a device in the theoretical or modeling apparatus.
I am not undertaking here to cover this treatment or this explanation. The conjecture is that a computation like those presented above should yield it. It must comprise, as one of its steps, the abduction of one or two supplementary terms so that there be four of them in the current conditions of the computation, after which, ensuing computations and abductive chains may become more canonical, that is, more alike to what has been presented. This is saying nothing else than what AristotleEX "Aristotle" says, and which sounds right, that underlying a metaphorEX "metaphor", there is always an analogy.
NUMLGLAUTO Three tiers
The position of the Analogical Speaker vis-à-vis efforts which address analogical mapping directly may be proposed in distinguishing three tiers.
The upper tier is that of symbolist grammars, of categories, of rules, and of the lexicon. It is comparatively concise but leaves descriptive and explanatory residues. It does not propose a model of acts and does not account for learning.
A middle tier (this work) is isonomicEX "isonomy". It supposes some analogies readily available, proximality, a plexus structure, abductive movements, and it proposes a dynamics which produces an infinity of analogies; it is a powerful productivity lever. This dynamics is economical since it eschews analogical mapping which is deemed computationally (and cognitively) more expensive. It has some cognitive plausibility, but an implementational plausibility which is only average.
Finally, a lower tier encompassing analogical mapping or any other approach of reduction. It is partonomicEX "partonomy" and descriptively voluminous. It does not suppose readily available analogies, and it supposes reduction. It is computationally (and cognitively) heavy and parallelism is quasi-imperative in it.
NUMLGLAUTO Individuality of terms
A first introduction of the notion of term was given p. RENVOIPAGE _Ref44258024 \h 79; this notion will now be exposed in detail.
NUMLGLAUTO A term is a participant in an analogy
The four 'things' involved in an analogy are its 'terms'"EX "term:definition". I call 'term' whatever enters in the expression of an analogy. In analogy:
X : Y :: A : B
X, Y, A and B are terms.
In exemplarist constructions, constituentsEX "constituent" are terms and the assemblyEX "assembly" is also a term.
Thus, in a plexusEX "plexus", participants in A-type recordsEX "A-type record" and in C-type recordsEX "C-type record" are all terms. A same term may occur in many records. A same term may occur in A-type records and in C-type records. This homogeneity across record types is important because it conditions their joint mobilization into the dynamics; it is therefore a productivity factor.
A term is an excerpt of linguistic form; I will show below what non-formal terms ('private' terms) might be.
A term is a fragment of linguistic form which may constitute a syntactic unit. There are some modifications with respect to received descriptive and theoretical frames:
a morpheme may be a termEX "morpheme:may be a term", the word not being postulated here (cf. p. RENVOIPAGE _Ref22537797 \h 159).
in a non-concatenative morphologyEX "morphology:non-concatenative"EX "non-concatenative", a term may be a non-cohesiveEX "non-cohesive" part of linguistic form (for example, a tree-consonants base in a Semitic language or a vocalic pattern in the same languages) or any other excerpt of the form, according to the proper structures of the particular morphology.
a segment of form consisting of several words or morphemes (a syntagm, e.g.: le grand jour) may be a term,
we shall see that morpheme assemblies that are not usually accepted as syntagms (ex. in Fr.: à la or un très) must be able to be considered as terms (cf. p. RENVOIPAGE _Ref33464894 \h 198).
morphophonological phenomena may cause indecision as to the boundaries between terms.
NUMLGLAUTO Essentiality (or not) of a term
A termEX "term:reidentifiable in its recurrences" is reidentifiable in its recurrences, it is recognized the same term in all its occurences.
For a term, being reidentified across its recurrences, does not require that the term be reified. A term is not a thing, it has no content, no properties. Of a term, one can tell nothing more than its occurrences in diverse positions of various systemic or structural analogies, so that what plays between terms are not relations EX "analogy:does not establish relations" (relations only occur between objects or individuals), what plays between terms are the copositioningsEX "copositioning:rather than relation" instituted by the analogies of the plexus, then the copositionings which the dynamics abduct from the former.
At the expense of this poverty, we can expell essences, ontologies, and we can explain without drawing on metalanguageEX "metalanguage".
NUMLGLAUTO Minimality suspension for terms
I introduced (p. RENVOIPAGE _Ref52167111 \h 81) the need to 'suspend the minimality' of terms, that is, to abstain seeking 'atoms' the recombination of which would provide for descriptive and theoretical needs. It is so because, in linguistics, evidence invites to stay away from too "Cartesian" a vision: firstly the empirical evidence that different planes and orders interactEX "interaction:of planes and orders", then the evidence that a uniform, minimal description level does not accommodate all facts. So is it for lexicalization, or grammaticalization for example.
Which is why granting a minimlaity whatsoever to terms, or constraining them in this, is simply refused. A term is not constrained to be elementary or minimal, that is, analogies may be established between elements of different grain, this concurrently, and complementarily; an assembly of terms may also be a term. ElementarityEX "elementarity" is not foundational by itself; the decision to break a term down (to analyse it) is just a matter of opporunity, a matter of judgmentEX "judgment (speaker judgment)" which the speaker makes, unconsciously most often: it is contingent. All speakers do not make the same decisions in all points, a same speaker may not make the same decisions in all occasions.
Suspending minimality in this way is negating two thing (which would constitute the antagonist viewpoint, the 'primarist'EX "primarism" or 'elementarist', or 'foundationalist'EX "foundationalism" position):
Univocity. There would be a level of breakdown into elements (the 'quarks' of linguistics) from which all phenomena would be reconstructed and explained.
Uniformity. This breakdown level ought to be the same everywhere in a language (in all languages) and apply the same way to all phenomena.
Minimality suspension asserts the contrary on both these points:
Multivocity. The same linguistic material may break down differently according to different viewpoints, giving different structures, often interdependent, but distinct. The elements of one are not the elements of the other and there is not a system of atoms which is common to both.
Non uniformity. The same material occurring two times may have uneven breakdowns in both occurrences, even according to a same viewpoint. It is not postulated that decomposition has to result in a uniform tier; it does not have to be the same in the enirety of a language (of all languages).
No minimal uniformity of terms according to any criterion. The sub-determination of analogy allows us to make mappings among units of different grains. However, tier effects (e.g. morpheme) may happen and extend up to quasi-generality. As such tiers are not assigned to play in the explanatory construction, this removes the risk to produce a theory which would fail at the margins of these quasi-generalities. However, a model which suspends minimality, has to account, as an effect of analogy, for the (re)constuction of these quasi-general tiers, but as phenomena, not as causes.
Minimality suspension relates to reanalysisEX "reanalysis". Sometimes the reanalysis process leaves a residual part with uncertain grain and un-assured statute. This part did not have a leading role in the reanalysis process, it is rather a residue. Its putative attributes get determined 'by defect', by analogy and subtraction; for the speaker, they remain a matter of subliminal conjecture. The term in question may participate concurrently in other analyses and finally, different points of view of different grain may have to coexist.
Minimality suspension is useful in three identified cases, and possibly more:
for syncretismEX "syncretism", cf. p. RENVOIPAGE _Ref22537087 \h 160,
for amalgamationEX "amalgamation in French" (Fr. du, des), cf., p. RENVOIPAGE _Ref27304232 \h 122,
in the case of entrenched phrases.
Minimality suspension applies initially to formal terms: those which are constituted of linguistic form It is expected that it would apply also to private termsEX "term: private - subject to minimality suspension"EX "private term:subject to minimality suspension".
Other authors, in a neighbouring field, that of 'qualitative simulation' also assess primarismEX "primarism" as a dead-end:
The qualitative simulation algorithms developed to date are problematic as models of human reasoning. Current qualitative simulation algorithms operate via first-principles reasoning over general-purpose axiomatic knowledge. They often produce a huge number of possible behaviors (hundreds or even thousands) even for relatively simple situations. The reason for this is that qualitative simulation, because of the decreased resolution of information about a state, tends to be ambiguous. In a quantitative simulation there is a unique next state, but in qualitative simulations, there can be several next states, corresponding to different transitions that are logically consistent with the resolution of the qualitative state information. Each of these has several next states in turn so their number grows exponentially which makes such algorithms seem psychologically implausible, given how easily people reason about everyday physical situations. A second problem with first-principles qualitative simulation algorithms as models of human commonsense reasoning is that their predictions tend to include a large number of spurious behaviors that logically follow from the low-resolution qualitative desciptions that they use as input but are not in fact physically possible. this is not a viable option for modeling the commonsense of the person on the street, who is capable of making reasonable predictions even without such detailed information. Forbus 2001, p. 35.
It is interesting to see that, in order to prevent computational explosion, these authors also call on analogy with proximal scope:
We [Forbus and Gentner 1997] suggest that the solution to this puzzle lies in our use of within-domain analogies (e.g. literal similarity) in commonsense reasoning. We claim that a psychological account of qualitative reasoning should rely heavily on analogical reasoning in addition to reasoning from first principles. Qualitative predictions of behavior can be generated via analogical inference from prior observed behaviors described qualitatively. Prediction based on experience reduce the problems of purely first-principles qualitative reasoning, because they are limited to what one has seen. Forbus 2001, p. 35,36.
Because they are limited to what one has seen: this is the proximality principle already discussed at length; all these thing hold together in solidarity.
NUMLGLAUTO Delimitation of terms as seen from morphology
In the current status of the model, since plexiiEX "plexus:hand-made" are hand-made, the desirability to make such or such form a term is judged by the descriptor as resulting from the desirability to make defined structure mappings. We are ready to think he is serious but we also want to understand the principles which found his decisions and under what conditions a linguistic form qualifies as a term.
It appears that the response cannot be dogmatic or propositional, it will rather be contingent and dynamic.
A form is a term firstly when it meets the needs of analogical co-segmentation EX"analogical cosegmentation" (for example métal- below). Secondly, a term may be produced by a mechanism of masking and differenceEX "masking and difference" as the rest (for example, chir- below) after substracting another, already established term. The new term appears then as a residue.
Let us take an example in the morphology of French (italics are received words, sraight typeface ones are not):
-ique-urgique-urgicalmétal-métalliquemétallurgiquemétallurgicalplast-plastiqueplasturgiqueplasturgicalchir-chiriquechirurgiquechirurgicalTable SEQ dddd \* ARABE 15 Example in the morphology of French
The want to account for métallique, métallurgique, plastique, plasturgique causes the creation of terms métal-, plast-, -ique, -urgique. This is analogical cosegmentation. Then let alone the geminationEX "gemination" -ll- at this stage the following paradigm of C-type record is set:
C métal- -ique métalliqueC plast- -ique plastiqueC métal- -urgique métallurgiqueC plast- -urgique plasturgique
Then, the encounter of chirurgique establishes a mapping with métallique, plasturgique which, by masking and difference creates term chir- . The paradigm above is thus complemented with record:
C chir- -urgique chirurgique
Form chir-, which is a residual form, is taken as a term; it appears in the model. It is the residueEX "residue by subtraction" of chirurgique from which -urgique is subtracted.
The analogical dynamics then acquires the potential to license form chirique by constructibility transferEX "constructibility transfer". That is, i) if this form is presented to it, the model can analyse it, and ii) to respond to a production need which would tend to it, the model could produce it. In the model's dialect, this form is possible at his point of the model's development and at this point of the discussion. There is a slight worry: the dialect of the model here seems to present a lag with French speakers because none would produce that form and accepting it would be a problem to all of them. The fact that form chirique is possible for the model does not incur that it will produce occurrences of it. If it contains the term manuel, which may expected in a plexus that would approximate a French speaker, this term will occur in the plexus, for example, in a paradigm like the following:
A métal métalliqueA automate automatiqueA main manuelA il (En. eye) oculaireA il optique
By the principle of economy, because it costs more to assemble a new form than to retrieve one from the inscriptions which satisfies the needs of the production act, manuel will be produced, which will block the production of chirique by assembly.
This argument presupposes that there is no other obstacle to the productive reuse or term chir-. Now there is one in this particular case, which is that the masking-subtraction operationEX "masking-subtraction" works well within the form, but does not find an easy prolongation in meaning. The speaker who does not know Greek (does the model know it?) has no direct reason to recognize the hand in chir- . Here again, the question is mentioned, but we must stop at the edge of what it is possible to do today.
In any case, it has been shown how masking-subtraction gives birth to a term. A term so obtained does not have as great a strength as one obtained by analogical cosegmentationEX "analogical cosegmentation", it remains in a paradigmatic margin; métal- and -ique by contrast, are more solid because they are licensed by cross attestations. Analogical cosegmentation produces stronger terms and masking-subtraction, weaker ones. Yet, term chir- is there for the rest of the linguistic carrier of this plexus (or of the corresponding speaker). It may find a usage upon ensuing encounters of chiromancie, chiropractie for example.
Examples in syntax could also be taken. GoldsmithEX "Goldsmith" presents for example the result of a corpus analysis by the method of Minimal Description LengthEX "Minimal Description Length". Overall, the method finds the morphemes to which we are used (here these would be terms), but occasionally, it deviates; for example, it considers form of the without segmenting it; the is indeed a morpheme elsewhere, but of is not (here, of the would be a term on its own). In this corpus, the need does not arise to make of autonomous, all its occurrences are followed by the. Here is another case in which analogical cosegmentation does not drive to distinguish a term.
NUMLGLAUTO Delimitation of terms as seen from syntax
The model stays as underspecified as possible to let happen as freely as possible all creations and all conjunctions that are to be observed when speakers produce or accept linguistic material. Therefore, a constraint must not be placed on terms unless it is strictly motivated. In order to help understanding how terms are determined, it was stated above that "a form is a term in the first place when it results from the needs of analogical cosegmentation". This is the least and still leaves possibilities very open.
A theory like Generative Grammar is by contrast very precise on this point, the notion 'syntagm'EX "syntagm" is precisely defined, and syntagmatic structure EX "syntagmatic structure" is very constrained in it. For this, this theory has ancient and precise reasons: the analysis of the shortages of markovian and probabilistic models. What is at stake is to reject monstruous formations as for example a trigramEX "trigram" model might produce if it were taken as a productive model: My question to you those pictures may still not in Romania and I looked up clean; you were going to take their cue from Anchorage lifted off everything will work site Verdi. (cf. more complete quotation and reference p. RENVOIPAGE _Ref31781933 \h 227).
An example in French of article-preposition amalgamation (cf. p. RENVOIPAGE _Ref27304232 \h 122) already shown the advantage that there is to let happen terms that infringe this canonical vision and are not received syntagms: it is interesting to keep the freedon to map [aux] [champs] and [à la] [ville] together and this demands to constitue term [à la]. This term is not a syntagm in classical frames, but keeping this liberty offers a solution the question of amalgmation in Romance languages which is more flexible, and theoretically cheaper than ones in previous frameworks.
If we adopt this way of thinking and find some good reason to associate article and adverb, should we then also acknowledge a paradigm free of any amalgamation this time like:
[un très] [grand chien] a very big dog[un si] [bon moment] such a good moment[un aussi] [mauvais traitement] such a bad treatment[un trop] [petit nombre] too small a number
where the leftmost term is not a syntagm in the received acceptations. In itself, this paradigm is not bad in the sense that, among all its records, constructibility transfer works well. There is no risk to make unwanted productions.
Accepting this raises a suspicion: if a plexus encompasses terms that deviate so much from strict syntagmaticity, do we not have the risk to license long assemblies, which would be aberrant because they infringe syntagmatic structure.
This is not to be feared. Longer assemblies are constructed by expansions, owing to plexus tructures which involve several records and were named 'expansive gates'EX "expansive gate" above, p. RENVOIPAGE _Ref31971309 \h 86. In short, in an expansive gate, some term is homologous to its expansion. Expansive homologyEX "expansive homology:and syntagm good formation", because it requires expansive gates in the plexus, subordinates abductive lincensing of an assembly by expansion, to a precise and constraining condition: the dynamics must find in the plexus an expansive gate adapted to the case. As long as this does not happen, long aberrant assemblies cannot be produced. Now, we are not expecting for terms like à la or un très to be anywhere homologous to an expansion of theirs. Consequently, these terms cannot cause aberrant assemblies.
So we have to distinguish two modes of syntactic productivity.
The first one is the expansive productivity schema; it is classical, uses expansive homology, depends on expansive gates in the plexus. The terms on which it bears are constrained: they must be "well-formed" syntagms.
The second one, introduced here, is the non-expansive productivity schema; it is based on constructibility transfer alone. It may bear on terms which do not observe classical constituent analysis: they may be non-syntagms.
All frameworks so far, which stated something precise about syntactic productivity, since they focused excessively on the expansive schema, only accepted as syntagms segments that undergo expansion. In doing so, they neglected to see that the non-expansive productivity schema releases a constraint on the boundaries of terms, broadens the space in which analogical mappings may take place, and adds a degree of liberty in the apprehension of analogies, that is, in the precision and in the faithfulness to linguistic data.
NUMLGLAUTO Terms should be simple and commonplace
Another reaon which contributes to qualify a form as a "good" term is that it will be all the more useful that it is simple and commonplace.
A commonplace termEX "term:commonplace"EX "commonplace term" (a morpheme alone, a short assembly of ordinary morphemes) has higher possibilities to be reused.
If the content of a plexus is driven by a principle of maximum utility, one is led to favour commonplace terms. A rare morpheme must not be avoided if one thinks that the model has to contain it, but the length of the terms may be chosen. One is then led to favour short termsEX "term:short terms favoured", even more so if they contain rare morphemesEX "morpheme:rare". The notion of rarity, of course, is understood vis-à-vis a specific speaker since the model is that of a speaker.
This condition would cease to hold if the model was complemented with autonalalysisEX "autoanalysis:restaures utility of long terms" (cf. section RENV _Ref15909864 \h \* FUSIONFORMAT 8.4. , p. RENVOIPAGE _Ref15909864 \h 256): autoanalysis reduces long terms into shorter terms with higher utility, which removes the inconvenience of the initial long term.
NUMLGLAUTO When do we want two different terms or a single one
The identity of terms would not be understood completely without reminding the cases in which it is not clear whether one term is needed or several onesEX "term:several terms or a single one?". These cases caused problems to previous theories and fall into two classes.
In the first one, a same form occupies different places in paradigmatic frames. This is the case of homonymyEX "homonymy" and syncretismEX "syncretism" for most of it. Section RENV _Ref22537087 \h \* FUSIONFORMAT 6.1.2. Homography, accidental homonymy, syncretism, p. RENVOIPAGE _Ref22537087 \h 160, showed how analogyEX "analogy:eschews overspecification", by allowing us not to overspecify, authorizes a better adapted approach of the phenomena.
In the second one, a same place in an analysis frame is occupied by different forms depending on context. This is the case of complementary distributionEX "distribution:complementary"EX "complementary distribution", that is, of lexical allomorphyEX "allomorphy" and, in phonology, of alternationEX "alternation". Alternation will be addressed in a forthcoming work, bearing more generally on phonology. Lexical allomorphy is treated section RENV _Ref26063137 \h \* FUSIONFORMAT 6.1.3. Allomorphy, p. RENVOIPAGE _Ref26063137 \h 167.
NUMLGLAUTO Constituency
EX "constituency"The idea of constituency is an old one even when it is not explicitly sated; it starts from an obvious empiry and from the strong intuition that parts of utterances get reassembled into other utterances. Then we will have words, phonemes, morphemes and syntagms.
Constituency crystallizes with HocketEX "Hockett" in the 'immediate constituentEX "immediate constituent"' analysis. For transformational generativism, constituents map onto the nodes of the phrase structure and are also the elements affected by transformations.
Constituency is sometimes opposed to dependency: FillmoreEX "Fillmore" reconciles (with a reservation) the dependential conceptions of TesnièreEX "Tesnière:dependency vs. constituency" (valenceEX "valence" and the 'stemmataEX "stemma"') with the constituential conception which is his proposition in construction grammarsEX "grammar:construction grammar".
The scope of constituency exceeds linguistics and extend to cognition:
The question of constituency recenttly gave birth to an important debate. In their critical analysis of the propositions defended by connectionism, FodorEX "Fodor" and PylyshynEX "Pylyshyn" (1988) reaffirm with strength the foundations of what is commonly called the classical cognitivist paradigm. The debate arises from the new connectionist dynamic models which avoid compositionality as a matter of principle. The question of constituency then becomes a cental argument in favour of dynamical models which do not present this property. From a demonstrative and empirical standpoint, it is indeed in the domain of the analysis of languages that the debate may be arbitrated. In effect, if there is a domain in which compositionality, constituency, and, more generally, the syntactic organization of the representations has been elaborated, it certainly is linguistics. We now that the cognitive Fodorian theses are at the heart of the Chomskyan paradigm, whence the importance placed by Fodor in the syntax of linguistic expressions. In Generative Grammar, these hypothesis much exceed the scope of sticto sensu syntax, so that numerous generativist phonologists present their models as a theory of the syntax of phonological phrases (KayeEX "Kaye", LowenstammEX "Lowenstamm", VergnaudEX "Vergnaud" 1990). From this viewpoint, phonology offers a particularly interesting field to testproof compositional models, because in it, the notion of constituency is expressed as a formal, high level real hypothesis.
In syntax either, constituency, this happy merology, does not turn out to exhaust the observations and:
Before promoting it, as cognitivism did, to the statute of a confirmed hypothesis, it is certainly useful to question its adequation.
To this question, some already answered:
Cognitive grammar views constituency as being less essential than does generative theory, and also as more fluid and variable (Langacker, 1995a, 1997b). Phenomena for which syntactic phrase trees per se have been considered indispensable (e.g. the definition of subject and object) are claimed to be better analyzed in other ways.
In the herein proposed model, the notion of constituency is weakened in two ways.
Firstly with the suspension of minimality: the status of possible constituents is made precarious from the fact that they may be shorter or longer depending on the occurrential needs to map the same fragment in several ways with different homologs. Made precarious also from the fact that a same span may undergo several different segmentations, which are as many analyses, complementary and non-contradictory.
The precarization is increased by the vacuity which is demanded for terms. As they are deprived of essential properties, it becomes more difficult to say about terms that they are constituents. In the schema of constitution, the "assembly shop" which grammar is supposed to be, from the properties of the constiuents, elaborates those of the assembly: endo- or exocentric category, compositional meaning, etc. Here, the operation is not this one since category is not reified and meaning matters will be handled on an occurrential basis by transfers, subtractions, interpretative abductions bearing on private terms, making a place to any non-compositionality proper to each ocurrence, the particular case of compositionality being after all quite frequent.
NUMLGLAUTO Position, positionality, copositioning
NUMLGLAUTO Positions and copositioning
This model obtains language effects by a strict observation of positionality when establishing a plexus and then during the computations. All this with no reified category and no reified rule. Moreover, if it is difficult to figure out how neurons can be the effectors of operative rules, it is easier to see assemblies of them forwarding, transfering, and recombining copositionings.
Positions are not defined in absolutness: they are defined for terms in relation with one another. This is why an a priori definition of positions of 'positional types' would be void. It is void also to attempt defining the essence of a position by definitional propositions. All that is expected from positions is to be able to say things like: these two terms are with respect to one another in the same positions as are these two other ones. And this is enough: linguistic dynamics need nothing more. Whence the notion 'copositioning". If the word 'position' happens to be found again below, it will only be by simplicity or metonymy and what is understood is always 'positonality' or 'copositioning'.
Why use 'copositioning'EX "copositioning:vs. 'ratio'" since 'ratio' is attested, particularly in association with analogy? Firstly because 'copositioning' suggests better a general play. Then because 'copositioning' has the merit to oppose to 'position'. The importance of positions is recognized but a lag is immediately installed by setting in a differential play and simultaneously 'de-reifying' the position. This is reiterating the negation of the slot-filler schema. 'Copositioning' appears to better encompass this wealth of connotations.
NUMLGLAUTO Position as place or as role
EX "position:as place or as role"Among linguists, the uses of 'position' span between two poles: in the first one the position is the place in the linguistic form, and in the second one something rather like a role.
The first pole is illustrated by Harris EX "Harris (Zellig):position as place"(1951):
Even when studies of particular interrelations among phonemes or morpheme classes are carried out, the frame within which these interrelations occur is usually reffered ultimately to their position within an utterance., p. 11. The environment or position of an element consists of the neighborhood, within an utterance, of elements which have been set up on the basis of the same fundamental procedures which were used in setting up the element in question. 'Neibourhood' refers to the position of elements before, after, and simultaneous with the element in question (p. 15) We can thus identify any morpheme class, group of classes, or construction, in terms of the next higher construction in which it participates and the position it occupies in it (p. 332).
The second pole is illustrated by MilnerEX "Milner:place vs position". To the latter, which he names 'place', he opposes a position with a more syntactic character. The subject of the active sentence, and the agent complement of the analogous passive sentence are/occupy the same position. The stability of this notion results from the fact that:
One excludes sheer swaps between canonical positions. It never happens that a term acting as object complement becomes (by transformation or otherwise) complement of attribution or subject.
Milner's notion of position is recognized by himself as being akin to propositions already made by other authors:
Among the absolute properties of (some of ) the positions (notably the subject), must be counted semantic properties. This is a research programme long formulated in terms of actorts [Fr.: actants] (TesnièreEX "Tesnière:actants") and more recently in terms of thematic roles (school of Cambridge). It needs to be stressed that the school of A. CulioliEX "Culioli" reframed the question by proposing to very strictly reduce the list of possible extrinsic properties; but its reasonings are not positional ones.
The two poles are contrasted by FradinEX "Fradin", after whom the following table may be built:
Syntactic theories whichbuild on relations of linear precedence and hierarchical dominanceare not combinatorial only but also recognize a notion of position, which is independent from syntagmatic realizationFor these theories, the purpose of syntax is to give:1. rules for the construction of syntagms2. rules specifying their arrangement3. the relations between the units of these constructions
1. the geometry of the positions which a language authorizes 2. the occupation relations which are legal for each of the positions3. the grammatical relations which may be associated to them
They account for the construction of syntactic units and for their combinationsExamples:- Categorial Grammars
- Tree Adjoining Grammars- Polychromous Trees Grammars (Cori &EX "Cori" MarandinEX "Marandin")
- KatholEX "Kathol" & PollardEX "Pollard" 1995.Table SEQ dddd \* ARABE 16 Positions as places and positions as roles
I write 'role', but I could have used 'function' if the term was not already so loaded in grammar. The point is to be clear about what functional scene we are talking about. The function of the grammarians can be seen as the problematic attempt to blend, hybridize or bridge the two poles. In the 'theater' of language, the mechanisms of the play are not fundamentally different whether we consider linguistic form alone of private terms and meaning, and the most visible part of the show happens in between.
The word 'copositioning' and many of its implications apply both to positions as places and to positions as roles. Several aspect of the computation apply equally to both. So is it for:
the four abductive movementsEX "abductive movement:effective in linguistic form and among private terms" (already covered and addressed again in an appendix),
the fact that the play deploys itself in the interval between the terms of a task and the inscriptions in a plexus (later in this section),
the question of positioned resetting (later in this section),
the similarity of copositionings which is mediately determinable (right now).
The difference between the two poles is that the position as place is supported by C-type records, the terms of which are segments of the linguistic form, whereas the position as role calls on private terms and will have to be supported by an extension of the model yet to be done and which might take the form of a new type of records, or some other form.
NUMLGLAUTO The similarity of copositionings is mediately determinable
EX "preservation of copositionings" In the effort which he pursues, after Carnap EX "Carnap" , to build a system making a logical link between experience and categories, Goodman EX "Goodman" , borrowing from Carnap his Elementarerlebnisse (elements of experience, which are elementary in the sense of instantaneous) writes as follows:
The precedence of erlebs EX "erleb" near together in time will usually be determinable since such erlebs will usually be part similar, posessing in common some persisitng quality. And because precedence is transitive, the precedence of erlebs that are temporally remote and wholly dissimilar will then be mediately determinable EX "mediately determinable" in many cases.
Likewise, the similarity of copositionings is 'mediately determinable'. After several computation phases, the resulting configurations of terms may be very dissimilar from the initial ones and analogical ratios may have drifted. However, if upon each transition care has been taken to conserve the copositionings, the resulting configuration is positionally linked with the initial terms: the copositionings have remained 'mediately determined' throughout. This 'mediate determination' of copositionings is not separable from the very notion of abduction in linguistics.
The mediate determination of copositionings is my proposal to reconstruct the principle of structure preservationEX "principle of structure preservation", already mentioned page RENVOIPAGE _Ref36641066 \h 17, which is the idea, recalled by MilnerEX "Milner:structure preservation", that it is impossible for syntax to create new positions:
This notion introduced by J. Edmonds EX "Edmonds" , later taken over and modified by ChomskyEX "Chomsky:principle of structure preservation", raised up high misunderstandings because it actually contains two different propositions. The first one with no direct concern here, is the distinction between main propositions and subordinate propositions (fundamentally, this constitutes structure preservation in the sense of Edmonds). The second one only concerns us: it bears on the impossibility for syntax to create positions.
Of this principle it follows that the number of positional configurations in a language is very limited. This zooms back from the positions themselves, and positional configurations is closer to my copositionings. The reconstruction of the principle of structure preservation requires however a slight inflection: more than a sheer impossibility to create positions, it should better be seen as a strong, but not absolute, conservatism. Positional configurations are not immutable; they resist, but evolve slowly, we do not speak with the syntax of Latin.
Transitive conservation of copositionings is easy to conceive in the abductive movement by transitivity because paradigmatinc links in plexii are exactly about that and crossing a link conserves position by definition. But it also applies in positioned resettings (cf. p. RENVOIPAGE _Ref21091008 \h 206).
In the Analogical Speaker, the dynamics develops coherently as soon as it is initiated, that is, when initial positional settings, initial coppositionings, are acquired. This model does not cover the way in which initial copositionings obtain, and deliberately so. Initial acquisitionEX "acquisition:initial" of copositionings presents itself in two complemetnary but distinct figures: a) acquisition of linguistic knowledge, that is, how the experiential history of a subject yields a knowledge constituted with copositionings between terms, which linguistic dynamics will later utilize, b1) upon initialization of a particular reception act, how to pass from a perceived sound flow without status, phonetic, to more systematized units which are copositioned, phonological, or b2) upon initialization of a particular emission act, how to pass from a flow of mental events without status, to an organization of discrete and copositioned private terms to which a computation applies resulting finally in an organization of formal terms.
A resetting (cf. next page) is false or ill-defined if it does not preserve copositionings. The phrase "preserve copositionings" must be well understood. It is not a quality associated to a positon alone which should have to be preserved. It bears exactly on the preservation of copositionings since terms can only be positioned with respect to one another.
This topic will be met again in a further appendix when criticizing agent CATZEX "agent CATZ:doubtful": this agent is suspected because it has a single argument which leaves no room to the definition of any copositioning. An agent like CATZ has no real place ultimately in the Analogical Speaker, a next evolution of the model should render by positionally better means the function which is that of CATZ: the suggestion of similarities for the benefit of B2-B3 or other beneficiaries.
NUMLGLAUTO Positionality plays betwwen the terms of an act and terms in a plexus
Positionality plays in the first place within a plexusEX "plexus", a plexus must encompass copositionings that are coherent and faithful to a speaker's linguistic and cognitive knowledgeEX "cognitive knowledge", otherwise the plexus would be wrong.
But there is also a positional play between the plexus and the data of the act, between positions of terms of the act and positions of terms in the plexus. In the solving of a task by immersionEX "immersion" (p. RENVOIPAGE _Ref21091665 \h 261), immersion is an overall procecess which encompasses the terms of the task and the terms of the plexus.
NUMLGLAUTO Positioned resetting
The notion 'resetting' was first introduced p. RENVOIPAGE _Ref28573006 \h 144 in the chapter on systemic productivity. A resettingEX "resetting" takes place each time the motivation for recruiting an agent (that is, the motivation underlying a client-commissioner relation in the heuristic structure) is something else than crossing a paradigmatic linkEX "paradigmatic link". The cases are as follows:
from a given term, access a record containing it by using the index of term occurrences (simple index EX "simple index", agent CATZ),
abductive movement by transposition: from a given pair of terms, access a record in which this pair is occurrent by using the index of analogical pairs (double index EX "double index", agent ANZ),
when agents B2 and B3 perform an assembly, it is possible to see a resetting since the client-commissioner link rests on something else than the crossing of a paradigmatic link, but in this case the mechanism is complex.
Resetting is important because it is one of the main factors of productivity. Without it the only possible productivity would be internal to a paradigm and this would be little.
Upon a transition by following a paradigmatic link, that is, a movement by transitivity, copositioning is preserved in a simple and conceptually obvious manner. Upon resetting, the preservation is much less simple or obvious. Resetting is then important for this second reason that, when designing an agent that performs a resetting, care must be taken that copositioning is preserved on that occasion. When this is verified, the resetting will be said to be 'positioned'.
Wery often, a resetting makes the computation enter into a new paradigm so it could be named 'change of paradigm' EX "change:of paradigm" instead of 'resetting'. This is not done because of the meaning taken by 'change of paradigm' after KuhnEX "Kuhn", but more importantly because it is not always the case: after a resetting, we may target a paradigm which is the same as the source one, then in another of its records, and with a reshuffling of roles.
The notion 'resetting' is essential: it is one of the keys of productivity by integrativity. Resetting contributes to productivity, and the fact that it is positioned is the condition for the computation to demonstrate coherence even in dynamics which encompass thousands of agents.
NUMLGLAUTO Application points of positionality
Positionality applies in syntactic copositionings (i.e. structural analogies)EX "syntactic copositioning" but also in analogical copositionings (i.e. systemic analogies)EX "analogical copositioning".
Both must be seen as two solidary aspect of a common apparatus.
Positionality applies to terms which are linguistic form and also to terms which are not linguistic form: private termsEX "private term:positionality".
NUMLGLAUTO Integrativity
EX "integrativity"Integrativity was introduced as a necessary feature p. RENVOIPAGE _Ref45474288 \h 52, then, p. RENVOIPAGE _Ref27305889 \h 139, a first example of integrative operation was exposed. It was then met again several times, and now we shall assess in greater detail its scope and the mechanisms which support it.
NUMLGLAUTO Scope and necessity of integrativity
EX "integrativity"The proposed model, because it does not assume categories and abstractions as being present during operation and effective in the dynamics, is based only on exemplarist inscriptions and exemplarist dynamics. This is a posture adopted for research and debate. The point up to which it can be sustained is discussed p. RENVOIPAGE _Ref28051031 \h 266.
From the moment an exemplarist course is adopted, a knowledge which would be both exemplarist and exhaustive is out of question; we must cope with inscriptions which are necessarily fragmentary and partial, and the duty of the theory and of the model is precisely to show how it makes up for the lacunae, that is, how the linguistic subject who has at his disposition a linguistic knowledge which is partial only, nevertheless demonstrates an ability which extends far beyond. The question of the integration of these fragments is therefore inherent in a model of this type; it is necessary to make fragments operate together, to potentiate them into integrative modes of operation.
Concieving of linguistic knowledge as partial also relates with the learning experienceEX "learning:with sparse, heteogeneous data": the subject is in contact with language facts the number of which is very small whith respect to the number of productions of which he becomes capable. This condition was long recognized as the poverty of the stilulus and is recalled for example in the following way:
The facts available to the child underdetermine radically the language which he finally knows with such a wonderful subtlety. Chomsky in PollockEX "Pollock" 1997, p. XVI.
From there, a debate develops, which aims at separating what would be innateEX "innateness" from what would be acquired, and therefore variable:
Suppose there is some aspect of language that children couldn't possibly figure out from the evidence in the speech they hear around them. Then this aspect can't be learned; it has to fall in the innate part of the language. This has been called the "poverty of the stimlulus argument". Its use requires a certain amount of care, and in fact there is a running debate on what sorts of evidence children are capable of using. Jackendoff EX "Jackendoff:innateess"1993, p. 34.
or, in order to justify a parametric therory of acquisitionEX "acquisition:parametric theory":
Very little data will suffice to allow the child to fix the ordering constraints of the language he is learning. A child learning English will only need to be exposed to a couple of transitive sentences to realize that in English verbs precede their complements. HaegemanEX "Haegeman" 1991, p. 96.
If none of these courses is adopted, it is proposed to consider the occurrential inscriptions as produced, indeed, by the linguistic experience of the subject. If experience is the origin of the inscriptions, another constraint bears on them: that of heterogeneityEX "heterogeneity". Experience does not happen in a particular order which would be analytically favourable, facts present themselves in a disordered manner and the subject must integrate them as he can, in the sequence in which they come.
This is the dimension which is sought when I make eforts to inscribe in a plexus paradigms which are not only fragmentaryEX "fragmentary paradigm", but in addition hetogeneousEX "hetrogeneous paradigm". Remember the example of p. RENVOIPAGE _Ref52172991 \h 142 which integrated successfully two verbal paradigms; they are very heterogeneous in their structure. The summary table is recalled here:

paradigm what oppose the two what changes between terms in a record two linked recordsfirst paradigm base aller - base venir tense + person + numbersecond paradigm person 1S - person 3S base

The integrativity required from the model then has to integrate partial and heterogeneous resources.
If one suceeds in this the claim is that his work is making a step towards it the proposition has to be reversed: where one believed to perceive the under-determination of a languageEX "language:under-determined" by the facts, is it that, because of being regularist, one has of language a vision which is maybe over-determining? And if the child ends up knowing the language with such a wonderful subtlety, is it that the understanding we have of it is so disappointingly coarse? I mentioned already that the reason is a different one: the child does not learn a language, he just learns how to speak. Repositioning the approach in this way invites us to take a very different look at the "faculty of language"EX "faculty of language" and to what should have to be innate.
Another example will provide a complementary feeling of the integration of sparce and heterogeneous data.
NUMLGLAUTO An extreme example: être jolie licensed by homme grand
EX "examples:être jolie"In this example, the model is given a task the gloss of which is as follows:
Two terms être (to be, being) and jolie (pretty) are given. Is the assembly être jolie (to be pretty, being pretty) possible, to what extent, and why?
This example is a caricature by the number of paradigms and the length of abductive chains that were used to solve the task. As a consequence, the result is weak (strength .29). It was run on a French plexus in a now obsolete state of development (in the state reached today, être jolie would rather be licenesed by faire beau ([the weather] being fair) with strength .53). In the former state, the construction infinitive + attribute was not directly attested.

Figure SEQ Figure \* ARABE 28 être jolie licensed by homme grand
The process succeeded however to find a (weak) reason to license être jolie, it was the C-type record homme+ grand. To achieve this, in the shortest abductive pathEX "abductive path", it used serially four paradigms and thirteen computation phases. The move from infinitives to nouns, their categorial assimilation, took place thanks to a paradigm of prepositional phrases: pour + finir, pour + la France (in the end [litt. for ending], for [the sake of] France). The inspection of this path, which the reader may wish to make step by step, gives a good idea of the model's intregrative power. Another aspect of integrativity is the fork at the rear of agent 30: two parallel paths are pursued and both turn out to be productive, which will cause a reinforcementEX "reinforcement". This reinforcement compensates in part for the damping which is the consequence of the lenghs of the abductive paths.
NUMLGLAUTO Mechanisms in the service of integrativity
EX "integrativity:mechanisms of"EX "mechanism of integrativity"As an overall property, integrativity is firstly a consequence of positioned resetting. Positioned resettingEX "positioned resetting:a mechanism of integrativity" is key in integrative productivity.
Secondly, integrativity results from the cooperation of various agents of different typesEX "agent:agents cooperating".
Integrativity thus understood is an important conjecture in this research: that things happen in this way in the speakers. Linguistic facts are caught and memorized as they come, in their exemplarity and in their occurrentiality, and the speaker sets up a few analogies EX "analogy:set up "en passant"" from one to three to give an order of magnitude for each new fact. The analogies thus set up confer this fact a place in a few paradigms in the actual mental pocesses these may be fragmentary structures which are not exactly paradigms as the model proposes them today. In themselves such structures are not much, but their conjoined utilization yields much more. The hope is that the plexus structure plus the dynamic side of the model propose an interesting approximation of the mental linguistic computation.
The stimulus may well be poorEX "poverty of the stimulus" finally, iy may well leave sparse traces in memory, yet the integrative use of these traces accounts for productivityEX "productivity:linguistic analogy".
NUMLGLAUTO Exemplars and occurrences
EX "exemplar:contrasted with occurrence"As we are doing away with categoriesEX "category" and types, the apparatus contains things like day, freedom, daffodil, breakfast but it does not contain things like 'name', 'noun', or 'NP'. It contains things like:
great + day ( great day or like
she + is coming + to-morrow ( she is coming to-morrow
but it does not contain things like:
NP ( Det + N or like
S ( NP + VP + Compl.
The static inscriptions of the linguistic knowledge (the plexus) and the linguistic dynamics bear on concrete forms. Sticking to "occurrential"EX "occurrential" is not precise enough.
When writing great + day ( great day one may mean that a such thing may happen in a speaker's experience, with no particular date assigned, without it being associated to a particular situation: great day is possible in general and is segmentable into great + day. If great day was met hundred and four times by this speaker, these hundred and four encounters are 'condensed' into one inscription only. This option cannot be said to be properly occurrential. Call it 'exemplarist' EX "exemplarist:option": it makes no place for types, abstractions, categories and bears on exemplars EX "exemplar:contrasted with occurrence" which condense occurrencesEX "occurrence".
When writing great + day ( great day one may mean on the contrary that a dated occurrence of great day wat encountered by this speaker and was segmented into great + day for the sake of analogical mapping with other dated occurrences like sad evening for example, or great day at another date; this would be a really 'occurrentialist'EX "occurrentialist" option. The occurrentialist option does not separate sentences from a situationEX "situation".
If great day was met hundred and four times, in the occurrentialist option, there are hundred and four different inscriptions. Naturally, this is not sustainable; it is not the case that we have to remember everything occurrentially. A condensationEX "condensation" takes place but it is not a simple projectionEX "projection:of occurrences onto exemplars" of occurrences onto exemplars: something of the situations is also condensed simultaneously. This is what should allow a proper treatment of semantic questions.
A word is needed to refer collectively to the exemplarist option and to the occurentialist one. I propose 'concrete'EX "concrete:theory", although I do not ignore that categorial models also may be deemed concrete in this, that they encompass a lexicon. A 'concrete' theory, in this sense, is one with exemplars and possibly occurrences in which categories and abstractions are rejected.
NUMLGLAUTO Proximality, totality
The idea of proximalityEX "proximality:definition" is as follows: when one thinks about something, some other things come up in a priviledged manner, not many other things, and even less a totality.
'Proximality' is distinct from 'locality' which applies to segments, constituents, sytagms or terms which are neighbours in the form; and is so understood in n-gram approaches in automatic language processing, or in Generative Grammars in relation with the notions of c-commandEX "c-command", barrierEX "barrier" and islandEX "island".
'Proximal' is also distinct from 'localist' as used in connectionism. In a connectionist network, the representationEX "representation:localist or distributed" is local (the network is then localist) when a cell (or a group of cells) is dedicated to represent an object of the problem (a morpheme, a lexical entry, etc. as far as linguistics is concerned). When on the contrary, objects are represented by the network in a fuzzy way as in a hologram, the representation is distributed.
The idea of proximality is not new, it is that of associationist psychologyEX "psychology:associationist"EX "associationist psychology". The limits are clear: why such thing rather than any other one, it says nothing about it. The mechanics of 'transition from' is not precise. Nothing can be made more necessary than anything else. The theory is non-operative and sterile; it is not even constituted as a theory. AssociationismEX "associationism" fails because it remains simple (one would associate starting from one element).
If one sets aside the critique and the overcoming of this defect (which will be done below) proximality in itself comprises a dimension of plausibility: the anatomic connexity of neurons is very compatible with the idea of connexion "from some to some".
The proximality of inscriptions is akin to the idea of the "Knowledge lines" or "K-lines" of Minsky: We keep each thing we learn close to the agents that learn it in the first place, we shall see elsewhere (p. RENVOIPAGE _Ref42922818 \h 247) the role which is attributed to proximality in learning, that is, how acquisition itself is made accountable for the proximalities in a plexus.
Proximality and the concreteness of a theory (exemplarism or occurrentialism) are solidary: if a theory cannot categorize, that is, classify its terms, the only thing left to do is to link them together as exemplars or occurrences, and, as a linkage from each to each would be absurd, they can only be linked from some to some. Hence, transitivities form the bases of access and transition and this is how the notion of proximality arrives: is proximal that which can be reached easily, that is, in few computation steps. This would apply to simple associationism which is not the adopted way and it also applies to paradigmatic linkage and plexus structure as defined in this model.
A categorial theory makes no room for proximality: in a class, in a category, all members are equal, even if they are numerous. On the sole basis of categorial membership, evoking an element is evoking with the same ease a great number of other ones. Access has the same cost for all members of the category (this touches the difficulty of "sub-categorization"). It is true that categorial theories do not take care of access, but a linguistics which recognizes the subject, the dynamics of acts, which is heedful of the conditions of cogniton and careful of plausibility has to.
Here, proximality is approached in ovecoming the limits of simple associationism; it is a virtue of well-understood analogyEX "analogy:corrects defects of associationism". Analogy does a little more than simple associationism.
In a concrete theory EX "theory:concrete" , which therefore recognizes proximality, the solicitations (more precisely the suggestions of similarity) are stepwise and based on proximality as it is inscribed, from one point to a few other points, then from each of the latter to a few more, etc. The "point" in question here is not a single element, a single term, which would be simple associationism and is erroenous. It is at least a pair of terms, so that the preservation of positionality can be made to bear.
A concrete approach like the one adopted in the Analogical Speaker needs proximality. Proximality is implemented by the paradigmatic linksEX "paradigmatic link" between records. The abductive movements depend on it and so does the possibility to compute with a plexus. So the concreteness of the theory implies proximality of the inscriptions of the plexus.
The effect of analogy is to establish copositionings between terms, that is, positions with proximal applicability. This may be viewed as osculation in geometry: at their contact point, two osculatory curves share a lot (a point in common, same derivative, same curvature) but, gradually further of the contact point, they gradually differ in these three respects. Similarity would thus be osculatory: it would have a proximal validity and a proximal possible effect. This has value as a metaphor only, I am only trying to suggest how positionality is a notion with proximal definiton and effectiveness, like categorization effects, like regularization effects.
An idea of proximality is also to be found in the 'self organizing feature maps'EX "SOFM" (SOFM) of Kohonen, which are a particular technique used in neuromimetic connectionism. Its main feature is to let emerge lexical items in a 'map' which is a two dimensional space. In an SOFM, lexical items with close meanings a are close on the map; the training of the network yields a meaning-based proximality. In an SOFM, proximality is defined in a bidimensionnel space each dimension of which is an interval of integers; this space is an (n, m) rectangle. This structure seems to me to be too precise and no problem feature calls for it particularly. The topology of a rectangle defined in a plane has no specific motivationEX "motivation:of Kohonen maps topology", and in this, the SOFM of the connectionists is artifactual. In the Analogical Speaker by contrast, proximality assumes no underlying bidimensional frame; the records which have to be made neighbours are simply linked together by paradigmatic links and transitive paths across these links constitute the required proximality. The resulting topology is whatever it can be and finally its nature is not important. It is not mappable onto any geomerical or topological particular structure like a plane and has no reason to be. In the drawings of paradigms like those occurrring in chapters 4 and 5, records are indeed displayed in a plane but if would be mistaken to understand axes underlying them, the disposition is for convenience only, readability just demands few overlaps.
In order to make 'proximal' more completely understood, it makes sense to oppose it. Let us start from a case. Commenting a work EX "Yvon" , Lepage EX "Lepage" writes this:
Paradigmatic relationships being relationships in which four words intervene, they are in fact morphological analogiesEX "morphological analogy": reaction is to reactor as factor is to faction.
f reactor ( reaction (g ( g ( f ( factor ( faction
Contrasting sharply with AI approaches, morphological analogies apply in only one domainEX "domain", that of words [in AI, they make mappings EX "mapping" from the domain of the atom to the domain of the solar system and thus there are different domains]. As a consequence the number of relations between analogical terms decreases from three (f, g and h) to two (f and g). Moreover, because all four terms intervening in the analogy are from the same domain, the domains and ranges of f and g are identical.
This approach is very first-epoch-IA, that is, symbolist and mathematical. This framework of thought which can be said to be 'totalist' in the sense that it assumes a totality of the possibilities, a sort of universe which would have to be postulated in order for things to acquire meaning. Whatever the thing done or envisaged in particular, this thing is expressed, is defined, is understood, can be computed, only if previously referenced, related, 'sub-setted' with respect to this total, all-embracing framework. This is a 'domain and range', totalist approach.
Totalism is to be found prototypically in the logicist approaches of semantics. For GalmicheEX "Galmiche":
the semantics of MontagueEX "Montague" is based on the 5-uple (A, W, T, = 1996 (Yves) Solving analogies on words: an algorithm. Internet, Google (lepage yves analogy).
Ligozat 1994 (Gérard), Représentation des Connaissances Linguistiques, Armand Colin, Pais, 1994.
Lima 1994 (Susan D. ed.) The reality of linguistic rules John Benjamins
Livet 1995 (Pierre) Connectionnisme et fonctionnalisme, Intellectica, 21, 1995.
Ludwig 1997 (Pascal) Le langage, textes choisis, Garnier Flammarion, Paris.
Mac Whinney 1992 (Brian) The dinosaurs and the ring in Lima 1994.
Mac Whinney 1998 (Brian) Models of the emegence of language in Annual review of Psychology 1998 49: 199-227.
Mac Whinney 2000 (Brian) Connectionism and language learning in Barlow 2000.
Maes 1980 (Hubert) Thème et propos, récurrence de la structure sujet-prédicat en Japanese. In Bernard Franck (ed.) Mélanges offerts à M. Charles Hagenauer, Etudes Japonaises L'Asiathèque, Paris 1980.
Magnani 2000 (Lorenzo) Abduction, reason and science. Kluwer.
Mandelbrot 1954 (Benoît) Structure formelle des textes et communication, Word, vol 10, 1954.
Manning 2002 (Christopher D.) Probabilistic syntax, projet à paraître dans Bod, Hay and Jannedy (eds), Probabilistic linguistics, MIT Press.
Manning & Sag 1995 (Christopher D. Manning and Ivan A. Sag) Dissociations between argument structure and grammatical relations, in Webelhuth 1999.
Marandin 1997 (Jean-Marie) "Pas d'entité sans identité": l'analyse des groupes nominaux DET+A, in Fradin and Marandin 1997.
Marcus 2001 (Gary) The algebraic mind Cambridge, MIT Press.
Martinet 1955 (André) Economie des changements phonétiques, Berne, Francke.
Martinet 1958 (André) La construction ergative et les stuctures élémentaires de l'énoncé in Journal de psychologie normale et pathologique 1958, p. 377-392.
Martinet 1970 (André), Eléments de linguistique générale, Armand Colin Paris, 1965.
Martinet 1979 (André), Grammaire fonctionnelle du français, Didier, Crédif, 1979.
Martinet 1985 (André), Syntaxe Générale, Armand Colin, Paris 1985.
McClelland 1986 (J.L and Rumelhart, D.E). Parallel Distributed Processing, Explorations in the Microstructure of Cognition, Volume 1 et 2: Psychological and Biological Models, Cambridge Mass.
McClelland 1986sp (J. and Kawamoto) A. Mechanisms of sentence processing: assigning roles to constituents in McClelland 1986.
Meillet 1922/1934 (A.) Introduction à l'étude comparative des langues indo-européennes, 1st publ. Paris 1922, reprinted in 1964 in fac-simile by the University of Alabama Press, from the 7th publication (1934).
Melamed 2001 (Dan) Empirical Methods for Exploiting Parallel Texts, MIT Press.
Meschonnic 1991 (Henri) Le langage comme défi, Presses Universitaires de Vincennes, Saint-Denis.
Milner 1982 (Jean-Claude) Ordre et raisons de langue. Seuil, Paris.
Milner 1989 (Jean-Claude) Introduction à une Science du Langage Seuil, Paris
Milner 1991 (Jean-Claude) Géométries in Le gré des Langues No 2, L'Harmattan, Paris
Minsky 1986 (M. L.) The society of mind. Simon and Schuster, New York. A society of relatively simple and autonomous agents.
Moeschler 1994b (Jacques and A. Reboul) Dictionnaire encyclopédique de pragmatique, Seuil, Paris.
Nagao 1984 (M.) A framework of a mechanical translation between Japanese and English by analogy principle in Elithorn 1984.
Neelman 2001 (Ad & Fred Weerman) Flexible syntax, or A theory of case and arguments, Kluwer, Studies in natural language and linguistic theories, Volume: 47.
Newmeyer 1983 (Frederick J.) Grammatical Theory The Chicago University Press, Chicago and London.
Nicolas 1999 (David) La distinction entre noms massifs et noms comptables. Aspects linguistiques et conceptuels Thèse de doctorat, Ecole Polytechnique, 1999 Dir. Daniel Andler.
Normand 1990 (C., sous la dir. de) La quadrature du sens, PUF, 1990.
Page 2000 (Michael) Connectionist modeling in psychology: a localist manifesto, Behavioral and Brain Sciences (2000) vol. 23, 443-512.
Paveau 2003 (Marie-Anne and Georges-Elia Sarfati) Les grandes théories de la linguistique, de la grammaire comparée à la pragmatique Armand Colin, Paris.
Pei 1969 (Mario & Franck Gaynor), Dictionary of linguistics, Littlefield, Adams and Co, New Jersey.
Pereira 2000 (Fernando) Formal grammar and information theory: together again? Philosophical Transactions of the Royal Society, London, A, (2000) 358, 1239-1253.
Pierrehumbert 2002 (Janet B.) (sous presse) Exemplar dynamics: word frequency, lenition and contrast, in J. Bybee & P. Hopper (eds) Frequency effects and emergent grammar, John Benjamins, ou http://www.ling.nwu.edu/~jpb/
Pinchard 1987 (Bruno) Métaphysique et sémantique, autour de Cajétan, étude et traduction de "Nominum Analogia", Vrin, Paris.
Pinker 1991 (Pinker Steven and Prince Alan) Regular and irregular morphology and the psychological status of rules of grammar. Proceedings of the 17th annual meeting of the Berkeley linguistics society, 230-51, Berkeley, CA, BLS.
Planck 1995 (Frans ed.) Double case, Agreement by suffixaufnahme, Oxford University Press.
Pollar 1987 (C. and Sag I.) Information-based sytax and semantics. CSLI series, University of Chicago Press.
Pollock 1997 (Jean-Yves) Langage et cognition, Introduction au programme minimaliste de la grammaire générative. PUF, Paris.
Putnam 1960 (H.) "Minds and machines" in S. Hood ed. Dimensions of mind, New York, New York University Press.
Rebuschi 1997 (Georges) Essais de Linguistique Basque Universidad del País Vasco Bilbao / Diputación Foral de Gipuzkoa, San Sebastián.
Rastier 1991 (François) Sémantique et recherches Cognitives Paris, PUF.
Rastier 1996 (François) Problématiques du signe et du texte, Intellectica 1996/2, 23, pp.11-52.
Rastier 1998a (François) Le problème épistémologique du contexte et l'interprétation dans les sciences du langage, Langages, 129, pp. 97-111.
Rastier 2002d (François) Les critères linguistiques pour l'identification des textes racistes - Eléments de synthèse, in Valette, Mathieu, éd., Projet européen Princip.net, Plate-forme pour la Recherche, l'Identification et la Neutralization des Contenus Illégaux et Préjudiciables sur l'internet. Rapport 2002-1, Inalco, pp. 84-98.
Rey 1973 (Alain) Théories du signe et du sens, Klincksiek, Paris.
Ricur 1969 (Paul) Le conflit des interprétations, Paris, Seuil.
Rissanen 1989 (Jorma) Stochastic complexity in statistical inquiry, Singapour, World Scientific Publishing Company.
Rudzka-Ostyn 1988 (Brygida, ed.) Topics in cognitive linguistics Amsterdam, John Benjamins.
Rumbaugh 1991/1997 (James & alli), Modélization et conception orientées objet, Masson, Paris 1997, original en anglais Object oriented Modeling, Prentice Hall, Englewood Cliffs, 1991.
Ruwet 1967 (Nicolas) Introduction à la grammaire générative, Plon, Paris.
Sadler 1989 (V.) Working with analogical semantics. Dordrechts: Foris.
Sadock 1991 (Jerrold M.) Auto lexical syntax: a theory of parallel grammatical representations, Chicago, Londres, University of Chicago Press.
Sadock 2000 (Jerrold M.) Morphologie dérivationnelle en quatre dimensions, kallaallisut, groenland occidental, in Tersis 2000, p. 183.
Sanctius 1587/1982 (Franciscus) La Minerve, Presses Universitaires de Lille.
Saussure 1915/1975 (Ferdinand de) Cours de linguistique générale (éd. Tullio de Mauro) Payot, Paris, première éd. en 1915.
Saussure 2002 (Ferdinand de) Ecrits de linguistique générale, Gallimard, Paris.
Shaumjan 1966 (Sebastian), La cybernétique et la langue, in Benveniste 1966.
Shaumjan 1987 (Sebastian), Semiotic theory of language, Indiana University Press.
Shiver 1987 (Bruce & Peter Wegner eds.) Research directions in object oriented programming, MIT Press.
Skousen 1989 (Royal), Analogical modeling of language, Kluwer.
Smolensky 1999 (Paul) Grammar-based connectionist approaches to language in Cognitive Science Vol 23 num. 4, 1999.
Soutet (Olivier), 2000, Le subjonctif en français, Orphys, Paris.
Spinoza 1661/1984 (B. de) Traité de la réforme de l'entendement et de la meileure voie à suivre pour parvenir à la vraie connaissance des choses, Text, translation and notes by par A. Koyré, Vrin, Paris.
Swiggers 1997 (Pierre), Histoire de la pensée Linguistique, PUF, Paris.
Tager-Flusberg 1996 (H.), Language acquisition: grammar, in Brown (Keith & Jim Miller, eds.) Concise encyclopedia of syntactic theories Pergamon1996.
Tanenhaus 1988 (Michael K. et alii), Combinatory lexical information and language comprehension in Altmann 1990, p. 386.
Tersis 2000 (Nicole and Michème Terrien eds.) Les langues eskaléoutes, Sibérie, Alaska, Canada, Groënland, CNRS Ediitons, 2000.
Tomasello 1998 (Michael, ed.) The new psychology of language, Erlbaum, London.
Turenne 1999 (Nicolas) Apprentissage d'un ensemble pré-structuré de concepts d'un domaine in Math. inf. sc. humaines num. 148 1999, p. 41.
van Gelder 1998 (T. J.) The dynamic hypothesis in cognitive science. Behavioral and Brain Sciences, vol. 21, num. 5, 1-14.
van Vallin 1997 (Robert D.) Structure, meaning and function, Cambridge university Press, 1997.
Vandeloise 1990 (Claude) Règles ou listes, l'arbitrage de la morphologie Le français moderne, octobre 1990.
Veale 1998 (Tony & Diarmuid O'Donoghue), How to blend concepts and influence people: Computational models of conceptual integration, http://www.compapp.dcu.ie/~tonyv/metaphor.html
Wallon 1945 (Henri) Les origines de la pensée chez l'enfant, PUF, réédition PUF, col.Quadrige 1989.
Weil 1966 (Simone) Sur la science, Gallimard, Paris.
Wilks 1973 (Y.) Understanding without proof, Proceedings of the third international joint conference on artificial intelligence, pp. 255-261, Stanford 1973.
Williams 1994 (Edwin), Thematic structure in syntax, MIT Press, Cambridge, Ma, United States of America.
Yaguello 1994 (Maria, ed.) Subjecthood and subjectivity, The status of the subject in linguistic theory, Proceedings of the colloquium held in London 19-29 march 1993, Orphys, Paris, 1994.
Yvon 1994 (François) Paradigmatic cascades: a linguistically sound model of pronounciation by analogy. Proc. of ACL-EACL-97, Madrid 1994, p. 428-435.
Zwicky 1985 (A.) Heads In Journal of linguistics 21 pp 1-29.

Glossary
A2 EX "A2:definition" 'A2 Analogy' plays between two terms. Saying "X and Y are analog", is saying that they are sinilar without specifying in which way. This is poorer than A4 analogy. A2 analogy, diverging from the best philosophical, semiotic, and linguistic tradition, is a popular vision. It is close to the association of associationist psychology. In most of the 20th century, many scientists perceived in analogy its A2 variety only, which contributed to the discredit of A4 analogy.
A4 EX "A4:definition" 'A4 analogy' plays between four terms as in "X is to Y as A is to B". It is the analogy of Aristotle, Varro, Saussure, Bloomfield, Gentner and many more.
ABS EX "ABS:definition" Agent-Based Solving (ABS) is a possible implementation of the dynamics in the Analogical Speaker. It is based on agents and channels.
agent EX "agent:definition" ABS consists of agents (and channels). An agent is an organ which contributes to the computation of a linguistic act or linguistic task. It has a duty which is made up of a few terms copositioned with respect to one another. To fulfil its duty, an agent uses the plexus data matching the terms of its duty, it recruits more agents, its commissioners, and assigns them a duty in turn, derived from its own. An agent is 'short-sighted' it does not have an entire vision of the task to which it contributes. A linguistic task may involve ten to a few thousands of agents.
Analogical Speaker The name of the model defended in this work.
analogies which motivated transformations. These are linguistic facts like John sees Jane, Jane is seen by John, or she speaks, she is the one who speaks. To acount for such systematicities, generativism postulated transformations. The model defended in this thesis does not make that postulation. Cf. section RENV _Ref21703103 \h \* FUSIONFORMAT 4.2. About non-transformation (p. RENVOIPAGE _Ref21703103 \h 107).
copositioning. The computation which is proposed to dynamically account for linguistic acts is founded mainly on analogy. Instead of simply saying 'analogy', sometimes 'copositioning' is used: a) to insist precisely on copositionality because not everyone shares this vision of analogy, and b) to make it possible for one or several mechanisms other than analogy, but presenting this same property to establish copositionings, to come later and complement the apparatus.
channelEX "channel (in ABS):definition" ABS uses channels (and agents). A (client) agent recruits other (commissioner) agents via a channel (the recruitment is then 'opaque') when it needs to see the results which will accrue to it as associated with different positions. The most common usage of channels is the syntagmatic situation: each constituent of an assembly corresponds to a channel.
client EX "client:definition" In ABS, is a client an agent which recruits other agents, which then are its commissioners.
commissioner EX "commissionner:definition" In ABS, an agent is commissioner for the agent which recruited it. The latter is its client.
concreteEX "concrete:definition" 'Concrete' is opposed to 'abstract' or 'categorial'. A concrete theory is one which does not call on categories or abstractions. It is based on exemplars and occurrences. Idem a model. The Analogical Speaker is a concrete model.
delivery point EX "delivery point:definition" In ABS an agent has a channel to which its findings are merged into results. This is the agent's delivery point. It is obligatory and unique for any agent.
edification EX "edification:definition" One of the two processes whereby the heuristic structure is elaborated (the other one is recruitment). Channels, when adjacent, get federated (as an assumption), giving rise to an agent which manifests this hypothetical federation. The agent is vested with a duty derived from the field data of the channels. The agent eventually settles once or several times. Settling confirms the agent, and motivates the creation of a channel. The latter sanctions the success of the federation, thus far hypothetical. The term 'edification' is chosen to avoid confusion with 'construction', which is left for linguistic constructions in the sense of Fillmore.
exemplarEX "exemplar:definition", exemplaristEX "exemplarist:definition" 'Exemplar' is opposed to 'category'. 'Exemplarist' is opposed to 'abstract'. In this model, records are exemplarist. 'Exemplar' is also opposed in another way, to 'occurrence'.
expansive gateEX "expansive gate:definition" In the plexus, set of records which gives expansive homology an occasion to operate. Cf. section RENV _Ref22387100 \h \* FUSIONFORMAT 3.6.4.2. Expansive gate (p. RENVOIPAGE _Ref22387178 \h 86).
familiarity orientationEX "familiarity orientation:definition" A paradigmatic link bears a familiarity orientation. This is the indication that one of the records of the link is more familiar than the other, or that they have equal familiarity. The computation goes from less familiar to more familiar (or as familiar) mais but not the other way.
field, field dataEX "field:definition"EX "field:data:definition" The field is defined as that which the speaking subject has at hand when he is performing a linguistic task. Field data are indexes on elements of situation: linguistic form or elements which are perceived but which are not linguistic form. For example in the reception of an utterance, certain field data are the place, in the received form, of the various parts (segments, constituents, syntagms) being processed. In this case, field data are indexes in the unilinear organization of the received form. More generally, when extending the model to encompass non linguistic perceptual data, field data are bound to index determinations of space, of time, and of perceptual channel (hearing, vision, etc.), of elements submited to the computation. In a heuristic structure which makes recruitment only, there is no field data. There is necessarily in a process by edification.
findingEX "finding:definition" In ABS, a finding is produced by an agent. When it settles, an agent raises a finding. Findings are merged into results at the agent' delivery point.
formEX "form:definition" In this work, 'form', unless mentioned otherwise, is used to refer to linguistic form, opposing it then to meaning. When something else is meant, for example a GestaltEX "Gestalt", then it is explicitly said so.
FWEX "FW" (forward) In the conventional orientation of the heuristic structure, the forward directionEX "conventional fore".
heuristic structureEX "heuristic structure:definition" The set of agents and channels that it takes to carry out a linguistic task and find results for it. The heuristic structure is elaborated by recruitment and possibly by edification.
immersion EX "immersion:definition" The process (the procedure) which is proposed to account for the reception of an utterance: an utterance is received (finally interpreted, understood) when its immersion could take place. Instead of one-to-one mappings, an immersion establishes copositionings of several terms at a time, between terms as perceived and terms in the plexus. Cf. section RENV _Ref21091665 \h \* FUSIONFORMAT 8.5.4. What is receiving an untterance, what is understanding (p. RENVOIPAGE _Ref21091665 \h 261).
isonomyEX "isonomy" The fact of following reasons associated to the objects themselves, without having to rest on their propeties. Is opposed to partonomy. Cf. section RENV _Ref44213511 \h \* FUSIONFORMAT 3.6.7. Partonomy and isonomy (p. RENVOIPAGE _Ref44652937 \h 89).
local cf. proximal.
macroscopic determinismEX "macroscopic determinism:definition" This term is from D. Hofstadter. Macroscopically equal observables may be the effects of mechanisms which differ in their detail. Here, macroscopic determinism is obtained by linguistic knowledge being exemplarist, by the possibility to produce a same finding by different settlings, by the multiplicity of recruitment and edification paths, by the mechanism of merging the findings into results, by any elementary ressource being potentially useful without any being indispensable, by the general integrativity property which empowers fragmentary and heterogeneous resources, etc.
mergingEX "merging:definition" In ABS, different agents deliver at a same channel (their delivery point); their findings are 'merged' into results at the delivery point. The principle is that findings with the same content (but each belonging to different agents) merge at the delivery point into a same result. Merging contributes to implement macroscopic determinism.
minimality suspensionEX "minimality suspension:definition" Of a term, it is not required that it be minimal or elementary, contrary to requests made by most theories or descriptive traditions. Terms may be at different grains and terms may overlap. Cf. section RENV _Ref21088563 \h \* FUSIONFORMAT 7.2.3. Minimality suspension for terms (p. RENVOIPAGE _Ref21088563 \h 194). However, quasi-general plateaus are the empiry and they can be described by elementarities of various orders: morphemes, phonemes, etc.); the theory must explain why they arise, and also why they do not have to be entirely general.
occurrenceEX "occurrence:definition" In the experience of a subject, an ocurrence is an exemplar occurring at a date and in a context. 'Occurrence' is opposed to 'exemplar'.
opaqueEX "opaque:definition" In ABS, the recruitment of agents (then commissioners) by another agent (then client) is opaque when a channel is installed between them (otherwise it is transparent).
orientationEX "orientation" Cf. "familiarity orientation".
paradigmatic linkEX "paradigmatic link:definition" Link between two plexus records. Beween two A-type records a paradigmatic link is a systemic analogy. Between two C-type records the paradigmatic link is a constructional similarity, that is, a structural analogy. A paradigmatic link bears a familiarity orientation.
partonomyEX "partonomy" The characterization of linguistic objects by their properties. Is opposed to isonomy. Cf. section RENV _Ref44213511 \h \* FUSIONFORMAT 3.6.7. Partonomy and isonomy (p. RENVOIPAGE _Ref44652937 \h 89).
performance For a process, a machine, or a program, the way to respond, to behave, to be efficient, to use the resources, to deliver the expected results. Good performance, bad performance.
plexus EX "plexus:definition" In the Analogical Speaker, the static side of the linguistic knowledge of a speaker. A plexus consists of A-type and C-type records with paradigmatic links between them. It encodes systemic analogies and structural analogies. The word 'plexus' is chosen, after Saussure, because it is an entangled mesh.
private term EX "term:private term definition" A private term is a term which is not linguistic form. Linguistic form, is "public" because it crosses the interface between speakers. Counter to this, the private term does not cross the interface. Cf. section RENV _Ref24438945 \h \* FUSIONFORMAT 8.5.3. Formal terms and private terms (p. RENVOIPAGE _Ref24438945 \h 260).
product EX "product:definition" In ABS, 'product' collectively denotes findings and results.
proximal/proximality/proximalistEX "proximality:definition" Inscriptions (elements of linguistic knowledge) are proximal when one of them can be reached from the other with low cost. A process is proximal when it solicits inscriptions gradually, according to their proximality. Proximality is central in this model. 'Proximal' is different from 'local': a) 'local' in the sense in which segments, constituents, syntagms or terms are local when they are neighbours in the linearity of the form; it is so understood in n-gramEX "n-gram" approaches, or in generative grammar in relation with the notions c-commandEX "c-command", barrierEX "barrier" and island, b) 'localist' in the sense of McClellandEX "McClelland" 1986: a connectionist network is localist when the representation of a problem's object (word, morpheme, phoneme, etc.) is assigned to a defined cell (or group of cells) of the connectionist network; the representation is 'distributed' on the contrary, when there is no such assignment; then it happens much as in a hologram.
recruitmentEX "recruitment:definition" One of the processes of the heuristic structure elaboration (the other is edification). An agent, depending on its duty, and on the matching plexus data, either finds itself sterile, or performs a settling and/or recruits more agent (then its commissioners). It assigns them a duty which is a function of its own and of the matching plexus data. This prolongs the heuristic paths. Recruitment may be transparent (no intervening channel between client and commissioner) or opaque (the commissioner is recruited via a channel).
resettingEX "resetting:definition" Resetting takes place when a computation branch is pursued by some other means than just crossing a paradigmatic link. This may involve a) a change of paradigm, or b) staying in a same paradigm but reallocationg the roles of the current computation terms. To preserve the integrity of the computation, resetting must be positioned.
resultEX "result:definition" A result is a product at a channel (products at agents are findings). A result comes from the merging of findings. A result may come from the merging of one finding only.
RWEX "RW (definition)" (rearwards) In the conventional orientation of the heuristic structure, the rearward directionEX "conventional rear".
settlingEX "settling:definition" The computation of a linguistic task is seen as a heuristic process involving jointly the data of the task and that of the plexus. The process encompasses a number of parallel paths. Settling is an event in such a process: two paths (three in the case of ternary branching) are found coincident upon the discovery of a favourable datum in the plexus (settling data). A settling is made by an agent and its effect is the production of a finding at the agent.
term EX "term:definition" A term is that which is singled out to participate in an analogy (structural analogies and systemic analogies). Analogy A : B :: C : D holds betwen the four terms A, B, C and D. A term is reidentifiable as "the same" in its recurrences. The most received frameworks of thinking lead to reify linguistic objects, to see them as having properties and able to have relations between them. This must not be. On the contrary, a term needs only be seen as reidentifiable in its recurrences. Cf. section RENV _Ref30438309 \h \* FUSIONFORMAT 7.2. Individuality of terms (p. RENVOIPAGE _Ref30438309 \h 193).
transparentEX "transparent:definition" In ABS, an agent (then a client) recruits other agents (then commissioners) transparently when no channel is installed between them (otherwise the recruitment is opaque). The typical use of transparent recruitment is walking through paradigms by crossing pradigmatic link.
French-English lexicon
This lexicon is for facilitating the relation with related publications in French.
ABS ABS, agent-based solving
agent agent
amorçage priming
arrière (orientation vers l'arrière) rearward orientation (RW)
avant (orientation vers l'avant) forward orientation (FW)
calcul des copositionnements computation of copositionings
canal channel
champ field
charge (d'agent) duty (agent duty)
client (agent client) client agent
commissaire commissioner
copositionnement copositioning
donnée(s) de champ field data
édification edification
enregistrement record
escalade (principe d' -) escalation (principle)
évoquer (une trouvaille) raise (to - a finding)
fusion merging
FW (orientation vers l'avant) FW (forward orientation)
immersion immersion
installation setup
livraison (d'un résultat) delivery (of a result)
Locuteur Analogique Analogical Speaker
mouvement (abductif) movement (abductive -)
opaque opaque
orientation de familiarité familiarity orientation
parsing parsing
phore (d'une analogie) vehicle (in an analogy)
plexus plexus
point de livraison delivery point
productivité (linguistique) productivity (linguistic -)
recrutement recruitment
rendement (d'un modèle) efficiency (of a model)
reprise resetting
reprise positionnée positioned resetting
résolution par agents (ABS) agent-based solving (ABS)
résultat result
résultat installation setup result
résultat de résolution solving result
RW (orientation vers l'arrière) RW (rearward orientation)
structure heuristique heuristic structure
suspension de minimalité minimality suspension
terme term
terme privé private term
thème (dans une analogie) tenor
thème (opposé à rhème) topic
transparent transparent
trouvaille finding

Index
INDEX \e " " \c "2" \z "1036" A2 38
as a phenomenon, not in the theory 192
definition 397
A2 analogy 190
A4 38, 190
definition 397
A4 analogy 189
abduction 81
abductive mechanisms 82
by expansive homology 86
its role in the linguistic dynamics 82
abductive movement 110
by constructibility transfer 84, 101, 317
by expansive homology 85, 101, 318
by transitivity 83
by transposition 88, 144, 319
effective in linguistic form and among private terms 204
abductive path 209
ablative 27
Abney 15, 16, 224, 254
ABS
definition 331, 397
integrating two paradigms 140
intension-extension 215
introduction 94
merging findings 378
abstractions refused 267
access 296
crossing a paradigmatic link 298
ACME 186
acquisition
acquisitional restiction 372
incremental 255
initial 205
parametric theory 208
activation propagation 223
A-D asymmetry 306
adaptation of model behaviour 150
adjunct 183, 372
adverbs and prepositions 277
affix 310
agent 332
agent structure 331
agents cooperating 210
client 334
commissionner 334
definition 397
life cycle 333
number of agents 305, 343
redundancy 338
agent AN2 154
as controller process 182
definition 383
agent ANZ 154
as direct process 182
mechanism shown on an example 142
specification 377
used by AN2 157
uses the binary index 297
uses transposition 319
vs non transposable analogy 325
agent B2 101, 372
definition 359
does not dry up on its own 347
productivity 367
agent B3 374
definition 367
agent CATZ 353
does not dry up on its own 347
doubtful 205
single-argument 357
suspected 357
technical architecture 353
agent redundancy control 341
agent S2A
as suppletion process 182
definition 381
agent tree 378
agent-based solving definiton 331
agentive orientation 113
agglutination for Saussure 31
agglutinative 325
agglutinative morphology 65
agreement
addresed by Skousen? 190
neglected by B2-B3 106
treated by agent AN2 154
unconscious? 343
without syntatic head 183
allomorphy 167, 200
alternation 200
amalgamation in French 122, 195
ambiguity 296
syntactic - contradicts longest match principle 100
analogical copositioning 207
analogical cosegmentation 196, 198
analogical pair 297
analogical set 189
analogical task 108, 334
not vulnerable to allomorphy 169
analogists 181
analogy
A2 192
A4 189
abductively equivalent 377
addresing anomaly and regularity 189
analogical change 36
analogy-anomaly 21
arithmetic 65, 321
as the base of operation 186
bidimensional 324
central in this work 11
class A 60, 67
class AC 61
class C 60, 68
cognitive 324
contrasted with 'agglutination' 31
corrects defects of associationism 212
despised by linguistic theories 10
dismissed 37
does not establish relations 194
does not imply categories 39
elides the predicate 62
eschews overspecification 200
false 62
for Bloomfield 33
for Chomsky 37
for Householder 34
for Itkonen 190
for Popper 44
for psychologists and cogniticians 11
for Saussure (old usage restored) 39
for Skousen 188
history schematized 38
iconic 43
implementing contingency 80
limited because powerful 63
linguistic 324
morphological 43, 343
motivates transformations 108
not determined by a pair alone 64
phonological 43
positional exploitation 83
powerful because limited 63
quasi-synonym of morphology 32
reanalysis of somnolent 258
repairing 190
repairing - with synctactic effect 32
set up 210
structural analogy 60, 61, 68, 70, 74, 88, 126, 310
structural analogy analogy 71
systemic analogy 45, 60, 61, 68, 69, 71, 73, 74, 78, 88, 126
not provided by corpus techniques 255
three terms determine le 4th 63
traditional - too permissive 188
transposable 35
underlying a metaphor 62, 301
underspecified 325
analogy which motivated transformations 191
analysis
autoanalysis 256
multiple 105, 123, 125, 315
multiple autoanalysis 257
of a long text 348
synyactic -, its function 106
analysis tree 105
anaphor 222
anomalists 181
anomalous term 182
anomaly 189
anomalist conception of linguistics 39
anomaly-analogy 26
morphological 303
Arabic 246
argumental paradox 306
arihmetics
analogy in 321
Aristarchos 26, 45
Aristotle 25, 192, 277, 289, 290, 301, 306
abduction 81
analogy 25, 259, 387
metaphor 62
arithmetic 65
arithmetic product 322
arithmetic sum 321
Arnauld 45, 184
Arnauld and Lancelot 26, 290
article 310
indefinite 189
artificial intelligence 186, 218
assembly 193
assembly recipe 247
associationism 212
associationist psychology 189, 211
associative
series 31
the strength combination function is 346
associator 21
assumption
edification makes assumptions 342
atom 195
attention request 344
A-type record 73, 193
definition 295
Aufbau 195
Augustine 26
Auroux 9, 108, 112, 113, 174, 252, 277, 278
autoanalysis 256
an artefact 257
restaures utility of long terms 200
Autolexical Syntax 111, 123, 178
autonomy of syntax
explains the problem of abduction 82
awakening 349
B2 agent creation 102
B2-B3 144, 247, 339, 342
analysing à la campagne 124
fails on agrrement 106
B3 agent 106
Bailly ignores the function 279
bandwidth 220
Baratin 26
Barner 279
barrier 211, 400
base (verbal base) 178
Basque 176, 282
Bazell 306
Bechtel 219, 277
Benveniste 184, 278
recognizes the function 279
bidimensionality
bidimensional analogy 324
from a syst. of more than 2 dim. 325
bijection 64, 71, 324
bilinear 247
binary 371
binary construction 85
binding 217, 222
as referential resolution 222
instantiation 220
theory 273
two translations in French 222
bioccurrent 84, 85, 317
biunivocal 320
blending space
progressively constructed 152
Bloomfield 43, 163, 175, 184, 280
analogy explains productivity 33
functions 280
quoted by Chomsky 37
BNC 234
Boersma 231
Boltanski 214
bootstrapping 247, 257
Bopp 174
Bottineau 33
bottom up 106
Bourdeau 221, 223
branching
binary 247
Bresnan 18, 229
British National Corpus 234
Brugmann 29, 190
Buffier (le Père -) 279
Bybee 174
Caietano 26, 38, 63
Cantor 265
Caravedo 15
Carnap 195, 204
cartesian product 85
Cartesian product 310, 381
case 290
categorial label 306, 371
categoricity denied 266
categorization 220
category 210
cause of the intension-extension paradox 217
lexical - deconstructed 356
used by generativism 181
used by Itkonen 191
c-command 211, 400
Chafe 184
Chametzky 371
change
explained by an exemplarist theory 252
linguistic 226
of paradigm 144, 206
channel (in ABS) 344
adjacent channel 102
contributing to positionality 143
definition 397
embodies a position 336
installation channel 101
root channel 143
checkability 178
Chomsky 107, 184, 290
attacked on rules 17
John is too stubborn 112
modularity 182
n-arity 372
posing the question of productivity 10
principle of structure preservation 205
syntagm 200
the autonomy of syntax explains the problem of abduction 82
transformations 111
Clerico (Geneviève) 173, 177
client
definition 398
co-categorization 86
coding
orthographical 296
phonological 296
cognitive 317
cognitive knowledge 85, 206, 258
cognitive science studying analogy 38
cognitivism 220
cohesion 159
coincidence 306
coincident construction 303
coindexation 325, 377
Colmerauer 291
combinatorial structure 219
commissionner
definition 398
commonplace term 200
comparative grammar 39
competence 43, 225, 239
complementary distribution 167, 200
completeness 184
complexity 39
compositionality of meaning 357
comprehension 261
computation
cost 374
demand 348
persevering 271
solidary of the plexus 326
computer 218
concatenation 381
concept proscribed 261
conceptual integration 151, 152
conceptual object 15
concord 183
concrete
definition 398
theory 211
concretum 195
condensation 211
semantic 253
connectionism 21, 43, 87, 241
difficulties with variable binding 219
connexity or not in paradigms 313
constituency 200, 371
constituent 193
constitutional similarity 352
constraint 230, 239
constructibility transfer 84, 85, 197, 317
in example John is too 115
taking place or not 317
construction 291
similar 351
construction grammar 170, 291
constructional analogy 257
constructive paradigm 184
contiguity 342
control 113
control of the computation 344
conventional fore 399
conventional rear 334, 401
copositioning
rather than analogy 80
rather than relation 194
vs. 'ratio' 202
coreference 106, 334
and binding 222
Cori 203
corpus 189, 254
corpus linguistics 254
cost
computation 254, 305
computation - measurement 333
polynomial 301
count names 170
coverage 253
of a need 215
creation
analogical 190
creativity 9
of langage 37
Creissels 175, 283, 290
Croft 284, 286
crossing a paradigmatic link 298
C-type record 73, 193
definiton 295
Culioli 108, 203, 290
current pair 142, 377
installed by priming 379
damping (of strength) 345
dative 27
declension 169
decontextualised knowledge 160
decontextualization 77
deduction 21
delivery 143
delivery point 336, 344
definition 398
demarcation
between terms in C-type records 160
Demarolle 45, 190, 310
depackaging 278
dependency 183
derivation
not separated from inflection 174
derivational rule 371
Descartes 66, 82
Det 310
determinant 152, 310
Dingare 229
direct 170
direct construction licensed by material from oblique construction 110
direct utterance 109
discursive role 230
distorsion 303, 306
Distributed Morphology 168
distribution 189
complementary 167, 200
distributional similarity 351, 355
disturbance of a series by an anomalous item 32
familiarity orientation 62
DL, delivery relation 336
domain 214, 273
dominance 371
Donnat 66
Douay 26, 62
double analysis 125
double index 206
drift
analogical ratio drift 84
category drift 152
Dryers 286
Ducrot 167
Dumarsais 279
duty
agent duty 332, 337, 343
of client agent 334
of commissionner agent 337
dynamics 46
short-sighted mechanisms 75
Eco 82
Edelman 42, 297
edification 144, 339, 340, 341
definition 398
for complex tasks 343
mechanism of B2-B3 364
plausibility 343
Edmonds 205
efficiency 157
elementarity 194
Eliasmith 306
ellipsis 176
Elman 182, 211, 242
Embick 278
Empedocles 25
empiry of this work 341
endocentric 175, 183
English 189
epigenesis 29
epilinguistic knowledge 108, 253
equativity 63
ergative 282
erleb 204
escalation 92, 179, 182, 258
escalation principle 173
Eskimo-Aleut languages 176
essence 62, 145
Euclid 25
examples
à la campagne 124
agreement in French 153
Auvergnats and Bavarians 145, 339
c'est beaucoup trop grand 99, 339
cet été / nous avons été 166
elle est arrivée avec son homme et son cheval 164
être jolie 209
extrêmement gentil 156
French articles 152
French verb 139
give John money /serve guests dinner 170
John is eager to please 113
John is too stuborn to talk to 113
le parler vrai 307
Victor est vu par Berthe 108
exemplar 348
as a term in ABS 331
as the base regularization 272
contrasted with occurrence 210, 211
definition 398
for Skousen 189
instead of abstract schema 111
learnt 248
undergoing systematic autoanalysis 257
exemplarism 44
exemplarist 266
definition 398
detail 87
option 211, 352
reason 103
record 253
the heuristic strucure is 331
exemplarist analogy 321
exemplarist construction 184
exemplarist grammar 255
exocentric 175, 183
expansion (syntagmatic expansion) 190
expansive gate 86, 105, 117, 199
definition 398
expansive homology
and syntagm good formation 199
applied successively 375
definition 85, 318
in example John is too 115
is not a primitive 319
explanation 34, 333
exponential decrease of strengths 345
exponentiation 322
expose 103
extension 216
spontaneous - of search scope 148
vs. intension 215
extinction 103
extraposition 111
faculty of language 208
Falkenheimer 186
familiarity orientation
a substitute to activity control 348
analogous of frequency 189
definition 301, 398
does not impoverish results 305
not provided by corpus techniques 255
proximal and contingent 304
reduces the computation demand 305
vs analogy transposition 325
family resemblance 356
Fauconnier 151
feature
gender 324
syntactic 183
syntactic - for groups 170
feature structure 170
Fehr 56
field 334, 340, 341
data 247, 341, 343
definition 398
definition 398
Fillmore 68, 201, 290
finding
definition 398
homonymous -s merged 215
merged, delivered 336
merging 345
raised 333, 337
raised, on an example 102, 143, 149, 153
requiring attention 344
strength of finding 345
Finnish 190
Firth 33
Fodor 179, 201
fore (conventional -) 339, 340
fore-rear (conventional -) 341
form
definition 399
prevailing in Sanctius 177
formal term
definition 293
forward process 344
forward-rearward orientation 342
foundationalism 194
Fradin 175, 203
fragmentary paradigm 208
Freeman 106, 189, 239, 255, 374
Frei 261
frequency 189, 255
an obstacle to analogical repair 303
Freud 41
Fuchs 277
function
functions and organs 284
grammatical 279
FW 399
Galmiche 214
Ganascia 82
ganging up 239
garden path 247
definition 318
resolution 343
small span 258
vs activity control 349
vs. longest match principle 100
Gayral 214
Gazdar 18, 371
GB 179
gemination 197
generative linguistics 39
generativism 38, 176, 181, 306
genitive 280
Gentner 41, 43, 186
Georgian 174
German 28, 310
article 161
Gestalt 399
Giliéron 39
Gineste 42
Girard (Abbé -) 279
Givón 112, 229, 284, 290
Goethe 41
Gold 224
Goldberg 68, 291
Goldsmith 198, 254
good formation 184
Goodman 17, 195, 204
GPSG 18
gradation of responses 342
grammar
construction grammar 201, 291
diverges when corpus size increases 254
its dubious frontier 156
not a prerequisite to explanation 272
pluristructural 112
stochastic 228
this thesis does not define a grammar 272
grammatical change 231
grammatical gender 320
grammaticality 106
gradual 225
judgment 238
grammaticalization 39
grammeme 374
Greek 27
Gross (Maurice) 111, 279, 283, 310
group inflection 174, 176
group sensitivity 36, 169
Gruaz 175
Guillaume (Gustave) 184
Habert 224, 227, 254
Hacking 52
Haegeman 208
Hagège 277, 278
Haiman 175
Halle 175
hand-made 253
Hankamer 310
hapax 254, 299
Harley 278
Harris (Zellig) 56, 184
ignores the function 279
morphology not distinguished from syntax 175
position as place 202
transformation 111
zero 177
Hayes 231
head 87, 292
Henry 39
heterogeneity 208
heterogeneous data 53
hetrogeneous paradigm 208
heuristic path 107
heuristic structure 348, 349
as working memory 271
definition 399
Hinton 219
Hjelmslev 174, 216
Hockett 37, 123, 201
Hofstadter 42, 186, 260
Holyoak 41, 219
homography 164
homolog 317
homology 300
homonym 293
homonymy 200
accidental 164
affected by coding 296
by non-affixal derivation 173
Hopper 39, 254
Horning 224
Houdé 82, 167
Householder 277
HPSG 18
complements for morphology 278
non-affixal derivation 173
unification 170
Hugarian 278
Humboldt 9, 33, 45
Hummel 219
idiophone 33
I-language 43, 50, 54
immediate constituent 201
immersion 206, 263
definition 399
imperative 310
improper derivation 129, 173
improper noun 259
inconsistent signified 177
incremental 255
incremental learning 248
index
of analogical pair occurrences 297
of term occurrences 296
indexability (non -) 178
indicative 177
indirect 170
individual 222, 242
indo-european verbal paradigms 65
induction 81
inextensible 157
infinitive 310
inflected form 310
inflection
not separated fom derivation 174
information structure 230
innateness 112, 207
refuted by analogy 44
input space 151
installation
definition 364
example 101
instance 266
integrative 325, 342
integrative morphology 65
integrativity 111, 143, 207
mechanisms of 210
intension 216
vs. extension 215
interaction
of planes and orders 194
intercomprehension 73
interpretation 292, 348
interrogation 111
intonation unit 184
intransitive 170
introductor (of Fauconnier) 152
introspection
self introspection of the model 257
intuition of the descriptor 351
Iphicrates 62
island 211
isonomy 80, 90, 134, 186, 187, 192, 247, 399
isotropy 301
Itkonen 11, 42, 108, 190, 240
Jackendoff 20, 223, 307, 371
binding is massive 220
generative rules do not describe performance 20
innateess 207
parallel architecture 111
referential binding is not variable binding 222
Jakobson 66, 184, 261
Japanese 31
verbal syntagm 65, 310, 311, 319
Jarovski 41
Jespersen 37
Johnston 162
judgment (speaker judgment) 194
Jurafsky 237
Kager 330
Kathol 203
Kaye 201, 290
Kayne 372
Kayser 338, 378
Kerleroux (Françoise) 173, 290, 299
Kiparsky 44, 230
Koenig 277, 278
Kohonen 241, 346
Kosslyn 44
Krates of Mallos 26
Kuhn 206
labial stop 190
Lacan 41
Lafon 282
Laks 306
abduction 82
categories and rules 277
constituency 201
rule vs regularity 286
Lamb (Sydney) 277
Lancelot 184
Langacker 306
against modularism 182
constituency 201
nouns and verbs 278
rule-list fallacy 272
subject and object 281
valence 290
language
acquisition device 43
of thought 223
under-determined 208
langue 239
Latin 27, 169, 174
lattice
of categories 170
of constructions 291
the heuristic structure is a 340
law
the ultimate law of language 56
learnability 224
learning
alters familiarity orientation 305
explained by an exemplarist theory 252
incremental 248
supervised 248
with sparse, heteogeneous data 207
Lemaréchal 107, 178, 277, 290
lemma 168
Lepage 186, 213
Leskien 235
lexical class 310
closed 374
open 374
lexical creation 32
lexical evocation 343
lexical material 108
lexicographic position 160
lexicon 294
downgraded in this model 172
LFG 18
LI, internal language 208
linear correspondence 372
linguistic act 20
linguistic knowledge 85
linguistics
formalizing linguistics is analogist 39
generative linguistics 39
structural linguistics 39
treating language as anomalous 39
Livet 22
localist 11
logarithmic cost 306
logic 220
logical behaviour without hard-wired logic 149
logistic function 231
longest match principle 100
Lowenstamm 201, 290
Mac Whinney 218, 241, 346
macroscopic determinism 153
definition 399
macroscopic effects 87
Maes 281
Mandelbrot 261
Mandosio 27
Manning 224
mapping 214
Marandin 203, 277, 306
Marantz 278
Marcus 219, 220, 242
mark
absent 177
marked analysis 307
oblique cases more marked 161
unmarked 177
zero 178
Markov 227
Marrantz 175
Martinet 184, 277, 281, 290, 306
function 280
zero element 177
masking and difference 196
masking-subtraction 198
mass name 58, 170
matching 221
mathematics 218, 220
Mauro 278
maxima of the heuristic structure 340
maximum 342
McClelland 17, 182, 219, 241, 290, 400
meaning 184
not provided by corpus techniques 255
measurement of computation cost 333
mechanism of integrativity 210
mediately determinable 204
Meillet 39, 184
mental process 344
merging 344
as finding consolidation 153, 338, 378
definition 399
via DL relation 336
merology 262
metalanguage 194
metalinguistic knowledge 253
metaphor 62, 192, 301
despite the absence of a word 259
metonymy 292
Milner 18
actual reference / virtual reference 324
analogy 38, 44
asymmetry 306
categories 277
extension-intension 217
place vs position 203, 289, 290
structure preservation 205
subject 283
minimal contrast 35
Minimal Description Length 198
Minimalist Programme 51, 111
minimality
of the model 342
of the theory 181
minimality suspension
applied to amalgamation in French 123
definition 399
to dispense with 'word' 159
minimality suspension principle
illustrated in analysis 101
minimum length description 254
MLD 254
mode 310
model
parallel 329
serialized 329
stochastic 224
module 182
Moeschler 324
monème 168, 177
Montague 214
morph 167
morpheme 163, 254
abstract morpheme 168
as minimal 81
may be a term 193
morphemes constituting a word 159
portmanteau 123
rare 200
morphological analogy 213
morphology
agglutinative 65, 310
non-concatenative 193
not separated from syntax 72
morphology-syntax demarcation 174
morphophonology 176
motivation
contradicted by probabilities 238
motivation link (construction gramm.) 291
of Kohonen maps topology 213
Move-Alpha 179
movement by transposition 325
multiple analysis 251
multiple inheritance 266
n-arity 106, 247, 374
n-ary 246, 371, 372
negation 111
Neogrammarians 38, 39, 45
network
mixed 219
recurrent 160
semantic net 188
Newmeyer 108, 284
n-gram 400
nominalization 310
non-affixal derivation: 173
non-categorial 255
non-categoricity 44
non-cohesive 193
non-concatenative 193
Normand (Claudine) 29
noun phrase 178
noun, improper noun 259
noun-verb opposition 277
Noyer 278
oblique case 161
occurential 11
occurrence 189, 211
definition 399
occurrential 210
occurrential need covered by suggestion of similarity 356
occurrentialist 211
onset 190
ontology 255
in IA 188
opaque 335
definition 399
vs transparent 336
opposition 177
Optimality Theory 10, 188, 229
optimization does not replace analogy 44
orientation 399
agentive 113
OT 188
stochastic OT 231
Page 242
pair
located 379
paradigm 66, 190
connected or not 313
definition 298
in a broader sense 33
mixed 73
of analogies 66
partial -s integrated 143
same - reused 149
topoloy of paradigms 313
two -s used integratively 140
paradigmatic link 66, 145, 206, 212
definition 298, 400
oriented 302
Parallel Architecture (Jackendoff) 111
parallel processor 327
parallelism 271, 326
simulated 343
paralogism 62
paraphrase 214, 253
parole 239
parsing 363
partial productivity 35
partonomy 77, 89, 90, 134, 145, 160, 186, 187, 192, 262, 400
passive 109, 111, 177
impersonal 177
pattern recognition 21
Paul 9, 37
PDP 219, 241
Peirce 82
perceptive channel 341
Pereira 224
Perelman 62
performance 225, 239
phase 83, 343
phase managenent 344
phoneme
as minimal 81
phonestheme 33
phonetic change 30, 190
phonosyntax 296
phonotactics (phonotactically well formed) 36
phrase marker 38, 371
phrase structure grammar 107, 179
Piaget 41
Pinker 182
Planck 174
plausibility 170, 270, 378
plexus 144, 193, 206
balanced 348
definition 56, 298, 308, 400
described by analogical means 188
description burden alleviated by autoanalysis 257
different sizes 254
hand-made 196, 253
it is the - that commands 184
representative even when small? 309
solidary of the computations 326
two plexii operating differently 153
plural 254
pluridimensional 65
pluridimensional structure
not directly implemented by neurons 311
pluristructural model 111
point 184
Pollard 203
Pollock 207, 208
polychromous trees grammar 112
Popper 44
popular etymology 258
portmanteau 123
Port-Royal 26
position 111, 317, 336
as place or as role 202
characteristic -s of an agent 144
occupied by a term 143
preserved by agent ANZ 143
positional label 306
positionality
observed by ABS 333
positioned resetting 144
a mechanism of integrativity 210
in a task on articles 153
in agent ANZ 142, 143, 378
in the Bavarians example 148
in the same paradigm 150
key to integrativity 144
positioning
relative - between task and plexus 150
possible world 214
Pottier 290
poverty of the stimulus 210
precedent 351
present 177
preservation of copositionings 204
primarism 194, 195
priming
diffuse 380
low efficiency 157
of agent ANZ 377, 379
primitive 195
Prince 182
principle of structure preservation 205
private term
definition 260, 293
positionality 207
subject to minimality suspension 195
probability 224
a stopgap 236
constitutional defect 234
problem of 2 223
process
forward 338
long and expensive 92
rearward 337
recruiting 334
short and economical 92
product
definition 400
forwarding of products 344
number of products 305
productivity 157
abduction accounting for it 83
linguistic 37
linguistic analogy 210
productivity effect 11
semi-productivity 307
projection
of occurrences onto exemplars 211
Prolog 190
proportional fourth
created by repairing analogy 30
defines A4 analogy 38, 39
determined 65
determined after transposition 320, 324
subordinated to the idea (Saussure) 31, 45
proposition
propositions dismissed 83
prosody 184
prototype effect rendered in a plexus 299
proximality
cannot be extracted from a plexus 255
constructional 255
contributes to similarity on request 352
definition 75, 211, 400
paradigmatic 313
similarity made proximal 356
used by B2-B3 106
vs. probability 237
psycholinguistics 253, 266
psychology
associationist 211
studying analogy 38
pun 258
Pylyshyn 44, 201
quadratic 346
qualia 195
quasi-normative results 87
quasi-synonym 320
radical non-categoricity 267
raising
agent ANZ 143, 149, 153, 378
by agent B2 102
one of the 3 actions of agents 333
strength upon raising 345
Rastier 32, 254
ratio
analogical - distinct from the vehicle 65
multiple analogical ratios 310
rationalism 81
rationnal thought 63
RC, recruitment relation 335
reanalysis 39, 195, 251
of somnolent 258
rearward process 344
reasoning
underlying 148
Rebuschi 282
receiving an utterance 261
record 66, 145
2 to 6 neighbours 298
binary 105
binary constructor 102
C-type record 351, 352
definiton 295
isolated 299
licensing record 105
settling record 102, 106
used twice 150
recruiting sub-processes 342
recruitment
an unconscious process 343
definition 400
excludes field data 341
for simple tasks 343
one of the 3 actions of agents 333
opaque 335
plausibility 343
transparent 335
vs edification 144, 341
within edification 340
recurrent network 160
recursivity
of structures 242
of syntax 105
reduction 274
redundancy of agents 333
reference
actual / virtual 324
naming spaces in informatics 291
referential object 15
referential term 324
régime 290
regularism 318
reinforcement 143, 152, 210, 341
relativization 111, 178
remobilization 339
repartition situations 190
representation
analogical 44
localist or distributed 211
prefer 'inscription' 57
resetting 206
definition 400
positioned - insensitive to familiarity orientation 304
residue by subtraction 197
resource
bounded computational 347
result 338
definition 401
has a strength 344
installation result 101
of a B2-B3 analysis 368
prototypical results first 150
settling result 102
reuse of same resources 150
Rissanen 254
role
changing upon resetting 143
roles redistributed 144
root channel 334, 342, 343
suspected 342
rule 181
bad because of its 'centralism' 318
derivation 38, 289
derivational rule 20
operating - set in doubt 286
refused 188
stochastic 225
transformational 20, 38, 289
rule-list fallacy 181, 272
Russian 169, 310
Ruwet 280
RW (definition) 401
Ryle 37
Sadock 111, 175, 178
Salish languages 278
Sanctius 173, 176
Sanskrit 174
Sapir 43
Sapper 186
Saussure 51, 56, 184
a modern analogist for Milner 39
A4 analogy 38, 39
morphology not diff. from syntax 175
quoted by Chomsky 37
relativism 63
repairing analogy 30, 190
'somnolent' 258
Schwartz 17
segmental mark 178
selection schema 346
self-organizing map 241
semantic net 188
seme 81
semi-productivity 307
Semitic languages 246
sensitivity
group sensitivity 169
sentence 184
separation
morphology-syntax 159
serialization 271, 326, 343, 378
set theory 262
settling
agent ANZ 149, 378
condition for agent ANZ 142
definition 401
in rearward process 337
long term unlikely to settle 256
one of the 3 actions of agents 333
ternary 106
treated by phase management 344
settling condition
of agent B2 102
settling configuration 221
settling-merging 341
Sextus Empiricus 26
Shastri 219
Shaumjan 163, 290
short-sighted mechanism 154
risk of redundancy 338
SHRUTI 219, 220
sigmoid 231, 249
similarity 189
binary 189
on request 352, 356
successive phases 353
syntactic 351
simple index 206
simulation 318
singular 177, 254
site of record 293, 295
deflected sites 300
in A-type record 295
in C-type record 295
situation 211
Skousen 106, 188, 239
slot-filler schema 220
structure preservation 18
SME 186
Smolensky 16, 219, 231, 330
SOFM 213, 241, 346
somnolent 252, 258
span 99, 102, 103, 342
specific (non - means) 150
Spinoza 82
spoken language 184
squeleton of positions 290
statistic 240
stemma 201
stochastic 224
stochastic grammar 228
stochastic rule 225
Stoicians 21, 26, 45, 174
stopping heuristic activity 348
strength 150, 344
combination 345
combination function 345
has varied 344
of results 338, 345
structural analogy 129
structural linguistics 39, 66, 176, 177, 351
structural productivity 132
structure
judgment 225
mapping 186, 219
preservation principle 18
style 185
sub-categorization 170, 171, 318
sub-jacency 273
subject
depackaged 283
in Basque 282
speaking subject 317
subjective 317
subjectivity
of the descriptor 253, 257
speaker's 253
subjunctive 177
substantive 278
Suffixaufnahme 174
suggestion of similarity 95
supervised 248
suppletion 168, 216
quasi-suppletion 320
surrection 267
suspension of minimality
applied to syncretism 163
to avoid zero elements 180
SVO 44
Swiggers 174, 279
symbolic system 218
syncretism 195, 200, 310
syntactic ambiguity 314, 343
garden path 247, 349
syntactic copositioning 207
syntactic skeleton 290
syntagm 31, 198, 290
syntagmatic 66, 336
syntagmatic structure 198
syntax-morphology demarcation 174
synthesis point 184
system 310
systemic
analogy 72, 87, 106, 134, 297
anomaly 129
productivity 182
table of terms? 294
Tabletop 186
Tager-Flusberg 257
Tamba (Irène) 184
Tanenhaus 290
Tarski 266
task
linguistic 343
tautology 324
tenor 62, 66, 186, 301
tense 310
tense-mode 310
term
bioccurrent 84, 85
commonplace 200
definition 193, 293, 401
formal term definition 293
homolog 317
long - little useful 256
private - subject to minimality suspension 195
private term definition 293, 400
reidentifiable in its recurrences 193
several terms or a single one? 200
short terms favoured 200
table of terms? 294
unessential 79
ternarity 247
ternary assembly 106
ternary construction 85
Tesnière 184
actants 203
autonomy of syntax 15
connection 107
dependency vs. constituency 201
ignores the function 279
syntactic productivity 200
translation 310
valence 290
Thales 25
theory
concrete 212
theta-role 290
Thomas Aquinus 26, 38
threshold 348
topic
contains private terms 261
totalism 214, 217, 234
Touretzky 219
transformation 178
their treatment in this model 111
transformations absent in recent theories 111
transitive 170, 177
transitivity 377
translation 310
transparent 335
definition 401
vs opaque 336
transposability
characterization 323
transposition 319, 377, 378
in arithmetics 321
of analogy 87, 148
transposition movement
vs familiarity orientation 325
Traugott 39
tree
neither unique nor univocal 105
of agents 147
polychromous trees grammar 112
tridimensional 310
trigram 198
Trubetzkoy 43
Turkish 31, 310
Turner 151
type
agent 337
underspecification 266
understanding with an effort 150
unification 292
unilinear organization 341
universal grammar 43
usage 27
valence 201, 290
van Vallin 111
Vandeloise 174
variable
not in this model 220
variation 226
explained by an exemplarist theory 252
Varro 25, 26, 43, 45, 181
Vaugelas 37
Veale 186
vehicle 62, 66, 157, 186, 301, 311
distinct of the analogical ratio 65
multiple 310
on an example 156
verb
Japanese 311
Vergnaud 201, 290
Victorri 157
virtual conceptual necessity 372
Vivicorsi 22, 188
von Neuman 218, 329
Wallon 41
Walmatjari 311
weight combination 238
Weil (Simone) 66
Williams 372
Wittgenstein 261, 356
word 172
a word is a form 163
as intepretative cue 160
empty 374
grammatical word 163
not postulated 159
working memory 271
writing 184
X bar 179, 371
yield 266
Yvon 213
zero 176
a consequence of transformations 178
in Harris 177

Auroux 1998, p. 95.
Chomsky 1964, p. 59.
Despite the potential ambiguity with a different meaning of « productivity » as in the productivity of a morphological process.
Cf. Marcus 2001.
Chomsky 1975 (The Logical Structure ), published in 1975, based on a manuscript twenty years earlier.
"To achieve the goal of decscribing language as a property of the human mind, [Chomskys' theory] establishes an apparatus of considerable complexity". Cook 1988, p. 1.
All these topics are detailed below.
Chomsky 1995/1997a, The Minimalist Programme.
Understand 'localist' in the sense of this word in connectionnism: a network is localist when the representation in it of objets of the problem is ensured by defined cells (otherwise it is 'distributed'). Cf. the glossary.
The "Analogical Speaker" occasionally in this work. The model is thus named to denote in two words its two main characters: a) primacy of the speaker upon the language, and b) primacy of analogy to understand the inscriptions and the dynamics.
"I shall distinguish two types of objects : the referential object and the conceptual object I call referential object that part of the world which a science assigns itself to know, its initial referent. Scientific theories, different as they may be, are classified together in a same field of knowledge on the base of a common referent. The characterization of such an object bounds and identifies the discipline. In our case, all of linguistics is defined because it adopts as a referential object a universe called language. In contrast, I call conceptual object the particular way in which a particular theory conceives and configurates the referential object. Starting from the same reference, every line of thought, every school of thought, designs a conceptual object which proposes itself as a center of knowledge. On this point for example structuralism and generativism diverge in the measure in which they configure different conceptual objects, implying different empirical approaches so that the compatibility of their propositions is very dificult to establish." (CaravedoEX "Caravedo" 1991, p.8)
AbneyEX "Abney" 1996, p. 12.
Lexical, syntactical and functional categories.
Prescriptive rules ("de bon usage"), diachronic evolution rules and laws, derivational rules, etc.
With the notable exception of Optimality Theory in which categories are used to express constraints rather than rules. Cf. SmolenskyEX "Smolensky" 1999 for a brief introduction contrasted with Generative Grammars.
Numerous examples will be provided below.
McClellandEX "McClelland" 1986.
It is the slot-filler schema of some connectionists; one may also recognize here the construction of construction grammars.
Principle of structure preservation: i) a language has a fixed, limited number of slots, ii) a slot may be occupied, iii) linguistic material may not happen outside a slot, iv) in a language, the set of slots evolves extremely little, and extremely slowly. MilnerEX "Milner" 1989, p. 649.
LFGEX "LFG" (Lexical Functional Grammar, BresnanEX "Bresnan" 2001), HPSGEX "HPSG" (cf. infra), GPSGEX "GPSG" (Generalized Phrase Structure Grammar, GazdarEX "Gazdar" 1985).
Chomsky 1965/1971, p. 20. Quotation retranslated into English from a French translation of the original.
JackendoffEX "Jackendoff" 2002, p. 57.
Be it called 'speaker's language', 'competence' or 'I-language'.
Cf. Chap. 2.
LivetEX "Livet" 1995, quoted by VivicorsiEX "Vivicorsi" 2002, p. 79.
AristotleEX "Aristotle:analogy" Poetics chap. 21 (Fr. ed. Seuil 1980, p.109).
Varro, De linguae latina, book 10, 45 B.C.
Douay 1991, p. 8.
On analogy-anomaly, see also the short but excellent paper of Françoise DouayEX "Douay" (1991) which, moreover, connects this ancient quarrel with a more recent one and clarifies it : is there a cognitive linguistics and one which would not be.
BaratinEX "Baratin" in Auroux 1989, tome 1, p. 229.
Varron, de Lingua Latina, X, 37-38
BaratinEX "Baratin" in Auroux 1989, tome 1, p. 229.
Rey 1973, p. 178.
Arnauld 1660/1997, p. 60.
MandosioEX "Mandosio", introduction in ibid., p. XV.
Arnauld 1660/1997, p. 38.
Humboldt 1974, p. 218.
Destut de Tracy commenting the Lettre à M. Abel-Rémusat of Humboldt
Foreword, in Humboldt 1974, p. 77.
Auroux 2000a, p. 421.
Engler 2000, p. 240.
Brugmann, Zum heutigen Stand der Sprachwissenschaft, Strasbourg, 1885.
SaussureEX "Saussure:repairing analogy" 1915/1970 (Cours), p. 221.
Ibid. p. 234.
Idid. p. 226.
Ibid. p. 243-244.
Saussure does not use "agglutination" in the sense in which the Turkish morphologyEX "Turkish" or the Japanese verb morphology EX "Japanese" are agglutinative.
At that time, in paedagogy, analogyEX "analogy:quasi-synonym of morphology" is almost a synonym of morphology + inflection. "The Spanish Academy calls Analogía that part of the grammar which teaches the parts of speech with all their properties and accidents" (Galban 1907, p. 17). This book of Spanish grammar for high schools has four major divisions: prosody (17 pages), analogy (175 p.), syntax (1 p.) and orthography (9 p.). So that grammar consists of nearly morphology and inflection alone: 87% of the total!
This case study, which breaks the historical organization of this chapter, supports in anticipation the discussion below on Bloomfield and Chomsky.
In a work for detecting racit pages on the Internet, sponsored by the Commission of the European Communities. Rastier 2002d (François) Les critères linguistiques pour l'identification des textes racistes - Eléments de synthèse, in Valette, Mathieu, éd., European project Princip.net : a platform for the research, the identification, and the neutralization of illegal and offensing contents on the Internet. Deliverable 2002-1, Inalco, pp. 84-98.
Bloomfield 1933/1970, p. 258.
Didier Bottineau EX "Bottineau" , personal communication
Bloomfield 1933/1970, p. 258.
Householder 1971, pp. 61-80.
But we will have to accept that this transposition does not always apply, so it is not exactly as in mathematics; see the quoted section and the corresponding appendix.
Chomsky 1966b (Cartesian linguistics), p. 12.
Ibid. p. 54.
Idid.
Ibid. p. 12,13.
Then again in 1985 : The production and the interpretation of novel forms was judged at most as a question of analogy which posed no problem in principle. (Chomsky 1985/1989, p. 21).
Chomsky 1975/1977, Problèmes et mystères (Reflections on language), p. 174 et sequ.
Yet, let us recall Saussure, quoted here again: "The combination ôrâtôrem : ôrâtor :: honôrem : x ( x = honor would have no reason to be unless the mind associated by their meaning the forms which compose it " (author's highlight).
The confusion is even much older since, at the time of the Counter-Reformation, one finds this in CaietanoEX "Caietano", commenting Thomas Aquinus EX "Thomas Aquinus" : "The word analogy, as we received it from the Greek has been so broadened and divided that we say many names analogous wrongly. Proportional analogy only [which is that called A4 here] constitutes analogy. As for unequality analogy [which is that called A2 here] it is absolutely foreign to analogy. Caietano 1498/1987, p. 113.
Milner 1989, p. 631.
Ibid. p. 631.
Hopper 1993, p. 32.
Lacan 1953, p. 262.
Another condemnation, for example, in seminar 10 L'angoisse, june 12, 1963, unpublished, where Theodor Reik is charged, seemingly with some reason, to make a wrong usage of analogy.
Du traitement possible de la psychose in Ecrits, Seuil, p. 152 (the subject in order to take in life the colour that he occasionally announces has to map homologically the symbolic ternary).
Itkonen 1997.
Itkonen's terms are quite close to those I used above when commenting Chomsky's rejection of analogy : Chomsky disqualifies analogy only because he accepts to see it in the in the overt form only.
Saussure 1915/1970 p. 226.
This convention is already attested in the Cours de Mathématiques à l'usage des gardes du Pavillon et de la Marine by M. Bézout (Paris, chez Richard, Caille et Ravier, rue Hautefeuille, 11, au coin de la rue Serpente, an VII de la République), vol. 4, p. 63, where it denotes homologies between corresponding elements of similar triangles, and elsewhere in the book; but it may be older.
Suppose Peter's FL (faculty of language) is in state L. We may then say that Peter has (speaks, understands, ) the language L. Here, the term 'language' is used in a technical sense : call L an I-language the letter I to suggest internal and individual, and also intensional [sic, intensional with s !?], in that L is a specific procedure that generates infinitely many expressions of L. Chomsky 2000, p. 169.
Five thousand verbs with about one hundred conjugated forms each.
Kayser, in Houdé 1998, p. 349.
Lamb 2000, p. 108.
The notion 'copositioning' is preferred to the notion 'relation', for reasons that will be explained.
The word "plexus" denotes a meshing but it is also a tribute: "La loi tout à fait finale du langageEX "law :the ultimate law of language" est qu'il n'y a jamais rien qui puisse résider dans un terme (par suite directe de ce que les symboles linguistques sont sans relation avec ce qu'ils doivent désigner), donc que a est impuissant à rien désigner sans le secours de b (et n'est puissant de plus qu'en tant que b' lui crée de la valeur et réciproquement de sorte qu'il n'y a plus que des differences), celui-ci de même sans le secours de a; que tous deux ne valent donc que par leur réciproque différence ou qu'aucune ne vaut même par une partie quelconque de soi autrement que par ce même plexus de différences éternellement négatives". F. de Saussure EX "Saussure" , private papers CLG/E (I), p. 265, N 10, number 1906, quoted by Fehr EX "Fehr" 2000, p. 139, also present in Saussure 2002, p. 219.
As soon as it ceases to be ridiculously small when too small it has no linguistic significance a plexus is absolutely impossible to represent as a text or graphically. The principles of plexus structuration are going to be built step by step and illustrated with examples. Meaningful plexus excerpts are to be found in chapters 4 et 5.
Gardner 1987/1993, p. 436.
Jackendoff 2002, p. 68.
Chomsky 1965, p. 25.
All three are A4 analogies (not A2 analogies), this is clear now and will not be mentioned again.
In this work, I use 'systemic' and 'structural' in the precise meanings specified in this section. For those two words, very overloaded, and used with much confusion a clear distinction can be found in Paveau (2003, p. 83-84), but it is not the one adopted here the reader will kindly accept, in this dissertation, the precise meanings proposed here. These conventions are local to this work and do not pretend to be general statements about 'structure' or 'system'.
In French, thème (tenor) sems to appear with the translation of the "Traité de l'argumentation" of Perelman EX "Perelman", 1958 (Françoise Douay EX "Douay", pers. comm.).
Douay 1991.
Ibid.
Rhetoric II 23.16.
Similar tables, still more varied, can be built for the Japanese verb EX "Japanese:verbal syntagm"
Yvon (1997), whose work will be commented much further down in this dissertation, takes the same liberty in a model of pronounciation : The model crutially relies upon the existence of numerous paradigmatic relationships in lexical databases; for him, these paradigms are morphological analogies.
Multiple similar examples could be taken in multiple languages, this one is chosen as a matter of commodity; it will be reused and complemented in the next chapter to discuss the question of regularity-anomaly.
About this level, Engel (1996) uses the word "normative". For example : Frege reproaches the psychologists with confusing two meanings of the word "law" when they equate logical laws with psychological laws: the sense "normative' and the sense "descriptive". Even assuming, as he does, that logical laws are normative laws, Frege still confuses two meanings of the word "norm": a sense in which a norm describes the laws of an intelligible universe, and one in which a norm prescribes to individuals to follow a certain rule. Engel 1996, p. 120.
The argument is recalled and summarized in Gardner 1987/1993, p. 45.
Ricur 1969, p. 94; Rastier 1998a, etc.
The technique of exposition consists of enumerating those exemplars to avoid the use of "proper meaning", "meaning extension", "derived meaning", "figurative meaning" which are not postulated.
Pei 1969.
Saussure 2002, p. 81.
Ibid. 2002, p. 109.
Greimas 1993, p. 388.
Ganascia EX "Ganascia" 2000, p. 129.
Spinoza 1661/1984, p. 16.
Houdé EX "Houdé" 1998, p. 24.
Laks EX "Laks:abduction" 1996, p. 171.
That is, one may be suggested as similar to the other, cf. infra.
Koenig 1999a, p. 15.
Littré dictionary.
'Analogy-making' (also called 'analogical mapping' by some authors) consists of discovering analogies (making them emerge) in a model in which there isn't a notion of analogy before this operation.
French 2002
Minsky 1985, p. 23.
In this section, underlined words have a specified meaning in the model. They are used with this meaning coherently throughout this work and are not interpretable following their meaning in ordinary usage. Please also refer to the glossary at the end.
With an important reservation however: according to Janet Fodor speaking at University Paris 7, january 8, 2003, There is no model kown at present for applying transformations to parsing; nobody sees how to apply transformational rules to parsing.
For example this : La deuxième chose que le relatif a de propre et que je ne sache point avoir encore été remarquée par personne, est que la proposition dans laquelle il entre (qu'on peut appeler incidente) peut faire partie du sujet ou de l'attribut d'une autre proposition, qu'on peut appeler principale. Arnauld 1960/1997, p. 49.
Although this idea was expressed as early as 1948 by Lashley at the Hinton symposium. Gardner 1987/1993, p. 23.
Round brackets ( ) are related to a form being analysed. They signal its segmentation by a B2 or B3 agent. Whereas square brackets [ ] are related to terms of a constructor record in the plexus. The record authorizes the particular segmentation the agent makes.
This example is from Zoya Shalyapina of Moscow (verbal communication).
The process of analyzing an utterance goes into a garden path when, upon a syntactic ambiguity, one of the interpretations is first adopted but is later contradicted as not compatible with some element considered later in the analysis. This contradiction pushes to restaure the analysis that was initially discarded.
1830 terms, 1250 records only.
In Alfred chante, there are three elements, says Tesnière; Alfred, chante and "the link that unites Alfred and chante, and without which we would have only two independent ideas, without relation to one another, but not an organized thought." This is the link which Tesnière calls connection. The connection sets up automatically between some parts of speech without any mark having to be involved. LemaréchalEX "Lemaréchal" 1989, p. 58.
ChomskyEX "Chomsky" 1957/1969, p. 71. This example is taken among numerous other ones which would be possible.
"Chomsky did not question in Syntactic Structures that phrase structure grammarsEX "phrase structure grammar" are capable of weakly generating the sentences of English. He rather argued that they can do so in a cumbersome fashion and, furthermore, do not come close to assigning the correct structural descriptions to the generated sentences. Chomsky's arguments (auxiliation and passive in English) for transformational rules in Syntactic Structures were all simplicity arguments, that is, arguments appealing to weak generative capacity. They all involved showing that a grammar with phrase structure rules alone required great complexity, a complexity that could be avoided only by the positing of a transformational rule". NewmeyerEX "Newmeyer" 1986, p. 22-23.
The notion ["epilinguistic"] is from A. CulioliEX "Culioli" who uses this term to designate the unconscious knowledge which any speaker has of his language and of the nature of language ("language is itself an activity which supposes a permanent epilinguistic activity defined as an unconscious metalinguistic activity"). AurouxEX "Auroux" 1989, p. 35.
See a definition of 'analogical task' at the beginning of Chap. 5.
Numbers heading the lines will serve as a reference in the exposition (I have adopted the record numbers which are internal in the model's implementation; this explains the large values).
The non-analysis of (est vu) and (est séduit) illustrates the principle of minimality suspension: the terms are analysed only inasmuch as their analogical mappings require it.
van Vallin 1977.
Robinson indicates that RRG does need to have several levels of syntactic representation (S. Robinson, recension of van Vallin 1997 in Language vol. 75 # 3, sept 1999) while the Autolexical Syntax of Sadock requires trees with several levels.
Jackendoff 2002 Foundations of Language, chap. 5 p. 105.
The polychromous trees grammarEX "polychromous trees grammar"EX "tree:polychromous trees grammar" of Cori and Marandin (cf. for example Cori 1998) does not seek to give a particular treatment to analogies which motivated transformations. It happens that it does not have tansformations. This case does not confirm, or infirm the conjecture "the dismissal of transformations as a corollary of pluristructural modeling".
Givón EX "Givón" 1979, p. 45.
AurouxEX "Auroux" 1998, p. 88.
Similar phenomena are present also in Portugese, in Gascon, in Catalan where they even have a broader extension.
Martinet 1979, p. 6.
Reminder of the bracketing convention : round brackets ( ) denote the segmentations made in the analysed form, and square brackets [ ] mark the terms of C-type records in the plexus whereby the form is analysed (the licensing records). Thus, [à] [la ville] means that (à la campagne) is segmented as (à)(la campagne) and that the segmentation is licensed by the constructor recod à+la ville ! à la ville.
It is conjectured, but not yet demonstrated, that similar treatments apply to a number of morpho-syntactic peculiarities and to phonological phenomna.
They are useless in morphology and syntax in the service of meaning production, if one adopts an orthographical coding as the base for inscriptions, but different ones might be useful if one envisages to relate morphology and syntax with morpho-phonology and prosody in a model that would extend its ambitions in this direction.
The notion 'system' is a pretheoretical notion used provisorily. Below it will be abandoned for that of 'systemic productivity', which allows us to problematize the dynamics and the cognitve implications of system effects.
This last proposition : Likewise after premutation of 'line' and 'column is important. We shall see below that it justifies calling on the abductive movement by transposition.
Phenomenon which is sometimes called 'syncretism'.
Gross 1986-1, p. 10.
That it has a 'contour dentelé' as Milner (1989) would say.
Which is what syntactic features do.
The rest of this chapter will expose in detail the systemic dynamics (agent ANZ).
For Y, A and B, entities more complex than terms will be envisaged further in the text.
These recruitment chains dry up in case of exhaustion of the plexus, or, even when more data is still available in the plexus, when the delivery point of these agents (a channel) has enough results. Deciding when a delivery point has enough results is a question with several implications and is addressed under the title "Controlling the dynamics" in the appendix which specifies the dynamics of the model.
This amounts to solving the following trivial analogy: "What is to Y as A is to A". The result can be nothing else than Y itself.
This may be related with a fascinating result of the early times of artificial intelligence, in the domain of theorem demonstration (but which Hofstadter 1995, p. 478 rather atttributes to Pappus of Alexandria in the 3rd century B.C.). An isoceles triangle being defined as having edges AB and AC equal, the program was asked to demonstrate that its base angles B and C were equal. Since Euclid, the demonstration consists of drawing the height AH then in showing that the right-angled triangles AHB and AHC are equal. This is achieved by applying equality theorems between right-angled triangles. With Pappus, the theorem demonstration program took a different course: it envisaged triangles ABC and ACB, which it directly demonstrated equal, whence the conclusion follows. This way is shorter and more elegant than that of Euclid but it requires a structure mapping which human computation is recluctant to make because it takes the same elements in different positons. The theorem prover dit it and so does agent ANZ in our example. In our conscious computation, we do not like to assign the same elements different positions. It may be the case that this limit does not apply in our unconscious computation but we do not know. It if were proven that our unconscious computation is subject to the same limit as our conscious computation, then a mode of operation like the one shown for agent ANZ in this section would be refuted; it might be conserved for an analogical artificial intelligence, but it would be disqualified for an analogical natural intelligence.
Cf. for example Fauconnier 1997a.
Some might object that this is not correct in French: extrêmement is not to très as suffisamment is to assez. Is surely is not, but this model does not try to model received or standard French and what is considered is a speaker who, at a given point in his history in the language, may make that particular analogy.
"Efficiency"EX "efficiency" is informally defined as the quantity of productions which a model can abduct divided by the quantity of inscriptions in the plexus. The use of the word "productivity"EX "productivity" is dedicated to the idea that a vast number of new utterances may be produced after exposition to a much smaller number of utterances. "Efficiency" is related to a model and "productivity" to the object of investigation, so they are different. For example, one may have to say that a model accounts for linguistic productivity but that it does so with a poor efficiency.
The bold dot denotes the Cartesian product.
Johnston 1997, excerpt from the introduction : This thesis takes as its starting point proposals to model inflectional paradigms as geometrical structures, wherein systematic homonymies are constrained to occupy contiguous regions. It defines a precise criterion for assessing systematicity and shows, for a range of largely Indo-European and Afro-Asiatic data, that such models are observationally adequate in modeling systematic homonymies within a single inflectional dimension, and to a lesser extent, between different inflectional dimensions. This is taken to indicate that widely assumed characterizations of inflectional categories in terms of cross-classifying binary features are incorrect, inasmuch as such characterizations fail to predict the linearizability of natural classes of properties belonging to those categories. The same inadequacy besets attempts to account for systematic homonymies by means of rules that convert or refer one morpho-syntactic representation to another.
Remind an analogy is all the better that it nears bijection, that is, that it nears a function which, in the mathematical sense, is a biunivocal application. This is not verified here since the terms of the singular map onto one only in plural.
A word is a minimal free form. Bloomfield EX "Bloomfield" 1933, quoted by Shaumjan EX "Shaumjan" 1997, p. 285.
Bloomfield definition of the word is not satisfactory for several reasons : 1. [], 2. Bloomfield confounds the phonological representation of the word with the grammatical notion of the word. Thus the phonological word [likt] and the corresponding orthographic word licked represent a particular grammatical word that can be characterized as the past tense of lick. But the phonological word [+"(t] and the corresponding orthographic word shut represent three different grammatical words : the present tense of shut, the past tense of shut, and the past participle of shut. 3. [ ] within applicative grammar, the main classes of words are morphological crystallizations of the basic syntaxemes : predicates crystallize into verbs, terms crystallize into nouns, modifiers of predicates crystallize into adverbs, modifiers of terms crystallize into adjectives. NAd? subclasses of words are crystallizations of their different paradigmatic functions. A definition of the word must be independent of the notion of the morpheme EX "morpheme" . The word must be defined through the notion of syntactic function. A word is a minimal linguistic unit that is capable of having various syntactic and paradigmatic functions either (1) by itself or (2) together with a word of type (1) meeting in the latter case the condition of separability. "Minimal" means that a word contains no other word. Shaumjan 1987, p. 285.
That the product number increase is half that of the agents draws the attention. The following interpretation may be proposed. Agents mostly reflect heuristic invention: they are opportunity-seekers deploying themselves in several directions in search of settling conditions, that is, of favourable conditions establishing between the terms of the task and those of the plexus. Products by contast sanction the settlings when they occur only; they are more directly dependent on the congruence between the terms of the task and those of the plexus; they depend more directly on the "possible of language" to quote Milner. Accepting this, helps understanding why homography makes the process search a lot more but makes it find a little more only. All right, but why should it not find nothing more. At the last stages of analysis, that is, when the entire utterance is analysed (assuming that there is not at this stage a final ambiguity to which homography might contribute) the process finds nothing more indeed. But before getting to there, in the intermediate steps of the analysis, some additional hypotheses surge temporarily, giving birth to some additional products. This is why the number of products also increases, less however than that of the agents.
Saussure, Cours et Ecrits.
HoudéEX "Houdé" 1998, p. 278.
Which is sometimes called 'lemma' in natural language processing.
http://www.ling.upenn.edu/~rnoyer/dm/#impoverishment, 2000/02/13.
In previous examples, when a paradigm was drawn, a single edge between two records was sufficient. This example on the contrary requires to show term by term mappings, so edges are drawn between terms rather than between records. Yet the underlying model is the same, graphical surface presentation only has been adapted.
Kerleroux 1996, p. 293
Definition of Suffixaufnahme (paraphrase of Planck 1995, p. 7): let Nt be a nominal head with a nominal modifier N2, Suffixaufnahme consists of a casual mark of Nt being duplicated onto N2 without this being motivated by the function of N2. On N2, the mark is added to possible other marks, including casual marks, which N2 may bear for functional reasons. Suffixaufnahme, first described by BoppEX "Bopp", is attested in GeorgianEX "Georgian", in Caucasian languages and in ancient languages of the Middle East; it is different from group inflectionEX "group inflection" even if both these phenomena are akin to each other.
Inflexions of case, of determination, and of number are not suffixed to a noun but to an entire noun phrase.
Cf. Tersis 2000.
Structural linguisticsEX "structural linguistics" and generativismEX "generativism" principally.
Martinet 1970, p. 104.
Ibid.
Marandin 1997, p. 144.
LemaréchalEX "Lemaréchal" 1997, p. 2
Ibid., p. 44.
Ibid., p. 83.
Sadock 2000.
Ibid., p. 11.
Ibid., p. 21.
X bar addresses the 'bare component' as opposed to the 'transformational component' Chametzky 2000, p. 6.
This discussion does not distinguish the plural mark -s which should obviously be in a more complete coverage but is not necessary in this example.
For example big tiger :: big cat or fierce tiger :: fierce cat or meaning-related analogies when this complement is made.
Demarolle, already quoted.
I indulge myself to write "the anomalous term chevaux" because the resources of the language are such that they incline to make this sort of metonymy. Yet, it is hopefully understood that term chevaux is not anomalous by itself, not more than it is anything by itself: a term having no essence and no property. Writing "anomalous" is exactly assessing that an analogical regularization is not the case; here the formation of plural by -s. But chevaux, is "regular" in the paradigm canaux, totaux, etc.
One may consult Catherine Garnier La phrase Japanese (Garnier 1985, p. 14) for definitions of "sentence" by ArnauldEX "Arnauld" and LancelotEX "Lancelot", SaussureEX "Saussure", MeilletEX "Meillet", TesnièreEX "Tesnière", BloomfieldEX "Bloomfield", GuillaumeEX "Guillaume (Gustave)", JakobsonEX "Jakobson", Harris EX "Harris (Zellig)" , BenvenisteEX "Benveniste", MartinetEX "Martinet", and ChomskyEX "Chomsky".
For some questions concerning the definition of 'sentence' and the difficulty it poses to generativism, cf. Hagège 1976, p. 200.
I owe the word 'point de synthèse' to Irène Tamba.
VivicorsiEX "Vivicorsi" 2002, p. 83.
Incidentally, optimalist modelsEX "OT"EX "Optimality Theory" (the matter will be addressed again in the conclusions) meet this same question and do not appear to solve it better than current analogical mapping models. In the optimalist models, there is a worrysome step through a totality of potential solutions (among which constraints allow to select one as the best one) and the status of this totality is not sufficiently questioned, in my opinion.
SkousenEX "Skousen" 1989 (Royal), Analogical modeling of language, Kluwer. This book has not been deeply analyzed. The statements made here are based on the analysis of its introduction only.
Skousen writes that past forms "change" but if we remind Saussure (chap. 2), we understand that, in the analogical reparing of paradigms, forms do not change: newer forms are created and substitute the older ones.
These substitutions, or sub-tasks of the overall enunciation task, may be analogical tasks, that is, computations of a proportional fourth, but the overall task would not be that. Generally, a subtask may be an analogical task without the overall task having to be. In summary, in the recursive embeddings, this discussion and this variety of possibilities may apply at any level, and independently at each level.- let alone certain dependencies and accidents of compositionality.
About this, think of the multiple structures of van Vallin, Sadock, Jackendoff, and Selkirk.
About private terms, it is ineresting to compare this proposition with the solution Nelson GoodmanEX "Goodman" gave to a problem that he met.
This logician, already quoted above, having made the critical analysis of the model of "The Locical Construction of the World" by CarnapEX "Carnap" (Der Logische Aufbau der Welt), makes a proposal to replace it with a realist system (by contrast, Carnap's was particularist). He proposes a first solution, then finds in it the same major defect as in Carnap's system: it fails as soon as more than two qualiaEX "qualia" are considered. After examining several other possibilities of correction, he finds an improvement by accepting to consider as individuals "sums" of atoms, along with the atomsEX "atom" themselves :
Among several different possible revisions, the best is perhaps also the most obvious. The choice of atoms need not be changed, but all sums of two or more atoms are likewise admitted as individuals, and some of these are included as basic units. In particular, primitive togetherness is construed as obtaining not only between qualia, but between any two separate sums of one or more qualia contained in a single concretumEX "concretum". Whereas Wh [Wh is the relation of "togetherness" defined in his first proposition] obtained between every two distinct atomic qualia in a concretum, the new primitive, W [the new relation of togetherness], obtains between every two discrete parts of a concretum (or more accurately between every two individuals that are sums of qualia, that are systematically discrete, and that are parts of one concretum). This involves no departure from the ordinary notion of togetherness, but merely interprets it systematically by a less restricted primitive. A color may quite as naturally be said to occur at a place-time, or a color-spot at a time, or a color-moment at a place, as a color at a place or at a time. Goodman 1951, p. 208-209.
As already mentioned, the primitive relation (for Goodman the relation of togetherness), base of the construction of qualia and qualities, holds between pairs. It is possible to see this akin to analogy. However, analogy was not thematised by Carnap, and not more by Goodman. Moreover, their common project of an AufbauEX "Aufbau", that is, a construction able to found "the actual process of cognition" (p. 180) on primitive elementsEX "primitive is not mine; I already established why a primitive basis is not a good idea in linguistics and related fields. However, the fnding by Goodman that it is useful to have terms with a variable grain and the minimality suspension that results is maybe more than a fortuitous coincidence.
A similar development, with a sufix this time, can be done in the rightmost part of the table, with term -urgical.
John Goldsmith, lecture at ILPGA, Paris, May 2002.
Incidentally, this case also illustrates minimality suspension.
There is indeed a reason in French to associate article and adverb together, a fuzzy and partial one, which is the commutation of this group with [tout] (En.: all, any) and [quelque] (En.: some), these two words having a tendency to better associate with group Adj+N [tout mauvais traitement] than with N alone [tout traitement], in certain cases. This is a light phenomenon, a sub-gramamtical phenomenon. The locality of inscriptions allows us to account for this preference simply by means of a few paradigms.
TesnièreEX "Tesnière:syntactic productivity ", Harris, Bar-Hillel, Lambek, ChomskyEX "Chomsky:syntagm", Mel'cuk, Shaumjan, etc.
Fillmore 1992, p. 102.
LaksEX "Laks:constituency" 1993, p. 17-18.
Laks 1996, p. 169.
LangackerEX "Langacker:constituency" 1998, p. 23.
Milner 1989, p. 408.
Ibid., p. 441.
Fradin 1999, p. 12
The basic units chosen [by Carnap] for the system are called Elementarerlebnisse [which I shall hereafter abbreviate as erlebs]. They are full momentary cross sections of the total stream of experience. They are limited to a least perceivable segment of time, but are otherwise unlimited except by the bounds of immediate experience itself; each includes all the experience at a moment. Goodman 1951, p. 154.
Goodman 1951, p. 180.
Milner 1989, p. 649.
For the notion of index, cf. section Access in the appendix which specifies the plexus.
The linguistic knowledge of the speakers is under-determined by the facts to which children are exposed when they acquire their mother tongue. The under-determination of the knowledge by the facts is, in itself, a strong argument (so-called of the poverty of the stimulus) in support of the assumption that the acquisition of LIEX "LI, internal language" [internal language, or individual language] involves much more than just learning. PollockEX "Pollock" 1997, p. 12.
This move may be considered as a critical section of the computation if one keeps in mind a culture of categories, but for a non-categorial model, this vision is quite indifferent
Cf. for example ElmanEX "Elman" 1998, p. 8.
Associationism (Plato, Aristotle, Hume, Spencer, Taine, etc.) is the attempt to reduce thought to associations; associations of (experiential) contiguity, of resemblance, of contrast. Associationism would assume a psycho-physiological parallelism and fails, according to Lalande: "how could we establish a term-to-term mapping between two sets (fibers and dentrites in the brain on the one hand, and the ideas, images and judgements of the subjective representations on the other) which do not follow the same method". Associationism is refuted by Bergson (Matière et Mémoire). Burloud 1948, pp. 265-267, summarized by the author.
Minsky 1985, p. 82.
Once again, 'concrete' is understood generically for 'occurrential' or 'exemplarist'.
In geometry, two curves are osculatory if they are tangent and if, at the contact point, they have the same curvature radius.
About analogical conversion of analogical form into orthographical form, cf. Yvon 1994.
Lepage 1996
Galmiche 1991, p. 44.
Boltanski"EX "Boltanski" 2000, p. 80. Without necesarily endorsing them, B. rather seems to report the positions the Government & Binding theory.
The above paraphrase is not acceptable also for a few more reasons but these are out of scope here, and, for this, elided.
Gayral EX "Gayral" 1993.
Jacques Dubuc, communication at the meeting Philosophie Cognitive, Ministère de la Recherche, 1, rue Descartes, Paris, 23 mars 2001.
In an effort to solve this paradox, one may try to force the interpretation by viewing a channel as vested with a "virtual duty", which would be the union of the duties of the commissioners delivering to it. This is neither intension nor extension but a little of both. It is extension because it is a set of resources, instantiated at each commissioner, depending on the plexus data best matching the agent's duty, each contributing to the satisfaction of the client agent's duty. But it is also intension in the sense that this collection has a common motivation which, to simplify, if the duty of the client agent, or, to be more precise, the part of its own duty that his agent assigns to the channel. In fact, a client, even if it confers no explicit duty to its channels, nevertheless assigns them one which is a sort of 'equivalence class' of the duties of the commissioners which it recruits and appends to that channel. The 'equivalence class' in question is hard to express and remains non-explicit, elided itself in its own way: yet, it is not nothing, since the commissioner agents that are recruited in order to deliver at a channel are not anything. A client, vested with an explicit duty, distributes it to its channels, allocating each a part of it, which remains, as such, non-explicit, which has no other expression than the set of explicit duties of the commissioners, the determination of which involves the plexus, and the union of which is the best that can be proposed as its expression. This amounts to say finally that the paradox does not get well solved.
HjelmslevEX "Hjelmslev" 1933. p. 60.
MilnerEX "Milner:extension-intension" 1989, p. 289
Mac WhinneyEX "Mac Whinney" 2000, p. 122.
Mac Whinney 1992, p. 288.
BechtelEX "Bechtel" 1991/1993, p. 329.
McClellandEX "McClelland" 1986sp, p. 322.
BechtelEX "Bechtel" 1991/1993, p. 231.
The other functions which are required but yet to be accomplished by connectionist models, according to Marcus, are: the ability to represent recursive structures and the ability to represent individuals.
Jackendoff 2002, p. 59-60.
One may also use the examples pp. RENVOIPAGE _Ref21160900 \h 102 and following, or any example in Chap. 4.
BourdeauEX "Bourdeau" 2000, p. 146.
Jackendoff 2002, p. 59.
Harris 1991, McMahon 1994, AbneyEX "Abney" 1996, PereiraEX "Pereira" 2000, ManningEX "Manning" 2002, HabertEX "Habert" to appear in TAL(Traitement Automatique des Langues, Paris, ATALA) in 2003, etc.
Abney 1996, p. 21.
Manning 2002, p. 16.
Abney 1996, p. 20.
Manning 2000, p. 17.
Abney 1996, p. 5.
Ibid., p. 9.
Ibid., p. 2.
Ibid., p. 3.
Manning 2002, p. 4.
Abney 1996, p. 4.
Ibid. p. 18.
Habert 2003a, p. 18.
Abney 1996.
Manning 2002, p. 11.
Ibid., p. 12. Are the models scientifically precise because there are numbers in them?
Abney 1996, p. 2.
Jurafsky (Dan) Probabilistic Modeling in Psycholinguistics: A Survey and Apologia, presentation at the AMLAP 2000 Congress, Saarbrücken, June 2000
Manning 2002, p. 20.
KiparskyEX "Kiparsky" 1973.
Leskien 1876, quoted by Paveau 2003, p. 25.
The original French passage is as follows: "Question d'heurs (heur est le même mot qu'augure. Littré): ce qui précède augure de la suite (heurs d'habitudes formelles, d'enchaînements, de routines, de colocations) et ceci peut sans doute être décrit avec des probabilités. Mais il faut aussi des heurs de coïncidence (settlings). Attente oui, mais plus que dans la consécutivité de la forme; sans cela pas de place pour les 'bonheurs d'expression'."
Far-fetched acts in other words.
Manning 2002, p. 6, verbal sub-categorization.
Abney 1996, p. 18.
Ibid. p. 19.
Alleged opponent : Surely you dont believe that people compute little symbolic Bayes equations in their heads? Jurafsky : No I don't.
Abney 1996, p. 8.
Freeman 2000; see also http://www.chaoticlanguage.com/shortSeattleCameraReady.rtf.gz and http://www.chaoticlanguage.com/fundamenta.ps.gz
Skousen 1989.
Itkonen 1997, Itkonen 2003.
McClelland EX "McClelland" 1986
Mac Whinney EX "Mac Whinney" 2000, p. 133.
Cf. for example Mac Whinney 1998, Mac Whinney 2000.
Elman 1998.
Elman 1998, p. 8 (highlighted by me).
Page EX "Page" 2000, p. 443.
Marcus 2001, Algebraic Mind.
The third one, individuals, is not anticipated to be a problem, but, as it belongs to a compartment which is not developed yet, I refrain from considering it as granted.
Bohas 1993a.
Cruttenden 1986, p.7
Lamb 2000, p. 92.
However, the contribution of non-concatenative constructions to syntactic ambiguity ought to be investigated. There is no a priori reason to believe that the properties of concatenative constructions are transposed identically.
Cf. the very beginning of the Introduction section of this dissertation.
Chomsky 1964 .
More precisely, an analysis consists of several such mapping which are leveled, this was shown in Chap. 4. Locally, the discussion will be carried out in this section in considering one level only, but the conclusion is the same.
This model is compatible with a learning model proposed by Minsky, the theory of "Knowledge lines" or "K-lines": We keep each thing we learn close to the agents that learn it in the first place. (Minsky 1985, p. 82, already quoted supra)
Arnold Evers and Jacqueline van Kampen, 2000, E-language, I-language and the Order of Parameter Setting, http://www.let.uu.nl/~Jacqueline.vanKampen/personal/downloadables/evers-kampen-Syntax.pdf
Since Bransford 1971.
Rissanen 1989
Paul Hopper, conference in Paris Nov. 2001.
Françoise Gadet in Normand 1990, p. 342.
Cf. a contrastive analysis above, in the conclusions section .
Bootstrapping here is understood as priming, for example "the bootstrapping of a computer", with no particular reference to the semantic bootstrapping of Pinker : Pinker 1984 has been the main proponent to argue that children may use semantics as a bootstrap into syntax, particularly to acquire the major syntactic categories on which grammatical rules operate. Thus children can use the correspondence that exists between names and things to map onto the syntactic category of noun, and physical attributes or changes of state to map onto the category of verb. At the initial stages of development all sentence subjects tend to be semantic agents, and so children use this syntactic-semantic correspondence to begin figuring out the abstract relation for more complex sentences that require the category of subject. Tager-Flusberg EX "Tager-Flusberg" 1995, p. 222.
But it does not proceed with this proposition, because the escalation EX "escalation" recuperates forms ai, as, as, inasmuch as they are attested in the plexus, and makes them prevail, or, as in the example, by the impossibility to pursue the assembly process with the rest of the received context, the form thus construed will only have been a local pun EX "pun" or a small-span garden path EX "garden path:small span" .
A particularly curious example will show how analogyEX "analogy:reanalysis of somnolent"EX "reanalysis:of somnolent"EX "somnolent" works, along time, on new units. In modern French, somnolent is analysed somnol-ent, as if it were a present participle; so much so that there exists a verb somnoler. But in Latin, they used to cut somno-lentus like sucu-lentus, etc. and still formerly somn-olentus ("smelling like sleeping", from oleere, as in viin-olentus "wine-smelling"). So, the most visible and most important effect of analogy is to substitute older, irregular, and decayed formations, with other ones more normal, composed with living elements. SaussureEX "Saussure:'somnolent'" 1915/1970, p. 233.
Rastier 1991, p. 126
Which is the conception adopted thus far in this work for analogy in the form alone.
AristotleEX "Aristotle:analogy" 1980 (Poetics) p.109.
For Aristotle, the analogical metaphor is one of the four possible types of metaphor, it is based on an underlying analogy.
Hofstadter 2001, p. 515, condensed by RJL.
Shannon, JakobsonEX "Jakobson", etc.
The immersion schema is exposed here according to its principal aspect only. It comprises other dispositions like persistence (the model 'learns' or not), the creation of novel structures caused by this reception occurrence, structures for which the question of their permanence arises. This is because the memory of this occurrence may consist of new paradigmatic links between existing records, the formation of new records bearing on existing terms, and the creation of new terms.
I write 'argument' and 'predicate' using terms of previous theories, but these do not belong to the Analogical Speaker.
Informants.
Harrap's dictionnary.
Oxfoxd dictionnary.
TarskiEX "Tarski" (slightly paraphrased) : I understand an utterance when I know how the world in which it can be true is.
Atkinson 1968.
"Idioreferent" is proposed to apply to a term which would be coreferent to no other term.
But the same Marcus, speculating on the sort of elementary apparatus which connectionist models should provide proposes a notion of "treelet" which looks much like the channel in ABS.
Householder EX "Householder" 1971 p. 15, Hagège EX "Hagège" 1976, Milner EX "Milner:categories" 1989 p. 86, Lemaréchal EX "Lemaréchal" 1989 p. 63, Bechtel EX "Bechtel" 1991 p. 243, Auroux EX "Auroux" 1994 p. 154, p. 175, LaksEX "Laks:categories and rules" 1996 p. 153 et suiv., Marandin EX "Marandin" 1997 p. 156, Koenig EX "Koenig" 1999, p. 82, Lamb EX "Lamb (Sydney)" 2000, p. 117, etc.
Fuchs EX "Fuchs" 1993, p. 90 et seq. makes a good survey.
Martinet EX "Martinet" 1985 about, p. 140.
Aristotle EX "Aristotle" : onoma-rhema even if this opposition does not stricly match the name-verb opposition.
Hagège EX "Hagège" 1976, p. 93. On this question, cf. also Hagège 1999, p. 69 et seq.
De Mauro 1969, p. 168.
Langacker 1998, pp. 17-19 summarized; this position was expressed as early as 1987.
Auroux's term in French is "décompactification".
Head Driven Phrase Structure Grammars, for a summary introduction and a bibliographical orientation, cf. Abeillé 1993.
KoenigEX "Koenig" 1999.
Chomsky 1995/1997a
The functional approach could be complemented with thematic roles (or agentive roles depending on authors) but this will not be done here to preserve focus; still another extension of the functional approach is possible: The notions of topic (what we are talking about) and of comment (what is said about it) belong in principle to a semantic theory which would contain functional notions (Milner 1989, p. 372). This also will nor be covered here.
SwiggersEX "Swiggers" 1997 p. 192
Maurice GrossEX "Gross (Maurice)" , seminar, Univ. Paris 7, 2000.
RuwetEX "Ruwet" 1967, p. 231.
BloomfieldEX "Bloomfield" 1933/1970 p. 184.
Ibid. p. 248.
Ibid. p. 248.
Ibid. p. 249.
MartinetEX "Martinet" 1985 p. 45.
Ibid. p. 163.
Langacker 1998, p. 26.
This is Auroux' term, again, cf. supra.
Maes 1980, p. 214.
And it should be added that, in Japanese, there are also sentences with several noun phrases, for which we are without criterion to tell which one could be the subject.
Martinet La construction ergative et les structures élémentaires de l'énoncé in Journal de psychologie normale et pathologique 1958, p. 377-392.
LafonEX "Lafon" 1960, p. 613.
It is interesting to compare this list with the different acceptations of "head" according to Zwicky (1985).
Rebuschi 1997, p. 2.
Coyos 1999, p. 309.
But it is operatory only in languages in which the verb undergoes agreement, which is not verified in numerous languages, notably some Asian languages (Gross' footnote).
Gross EX "Gross (Maurice)" 1996.
MilnerEX "Milner:subject" 1989, p. 669.
Langacker 1998, p. 26.
Langacker 1987a, p. 231.
Croft 1993, p. 34.
Newmeyer 1983 p. 122.
Skousen 1989, introduction.
Laks 1993, p. 8.
The P&P approach maintains that the basic ideas of the tradition, incorporated without great change in early generative grammar, are misguided in principle in particular, the idea that a language consists of rules for forming grammatical constructions (relative clauses, passives, etc.). Chomsky 1995/1997a (Minimalist Program), p. 5
A mechanism like unificationEX "unification" for example is mentionned (p. 14) for unification grammars, but neither this one nor another one is adopted for the theory defended in the book.
The phrase 'table of terms' is deliberately chosen in spite of its culinary connotations, against the word 'lexicon', to stress that, contrasting with lexical entries in other theories, terms in the Analogical Speaker have no properties. So terms are questioned, and the access to terms in particular, we investigate the opportunity to make leaner an apparatus, still suspected to be too rich, but we stress with 'table of terms' that it is already much leaner than previous visions of lexicons.
In that field, they say "desambiguate".
The terms used are those of Claude Berge, La théorie des graphes et ses applications, Paris, Dunod, 1968.
It is a matter of fact which is not changed because it has practical advantages. If it had to be prohibited, it would be easy to do.
[] a unique exemplar, a sort of syntactic hapax. But what can the statute of the exception be in the theoretical frame defined by generative grammar and more generally in any syntax? If we assume that sentences are the result of the interaction of a number of principles and rules, belonging to several orders or modules, since the form exists, we are led to think that the form is possible, and to try accounting for its possibility, that is, consider new analyses, since the description just proposed casts the problem into and endless contradiction: (1) [La ferme!] is impossible, and yet (1) it exists and it belongs to French. How can we solve the contradiction between an impossibility in the language and an occurrentiial possibility? Kerleroux 1996, p. 209 () What deserves to be noted is that everyone analyses (1) as a sentence in the imperative, at the very high expense of postulating a syntactic hapax, an assumption that might be hosted in a fantastic linguistics only. ibid. p. 220.
Lakoff 1987, p. 276.
Lakoff 1987, p. 292.
Eliasmith 2001, p. 269.
America, O my Norway! A French poet of the 20th century, the reference of whom I could not find.
Bertrand Badie, Institut d'Etudes Polittiques, Paris, speaking on the radio, 10-12-2002.
Linguists used "asymmetry" in several different meanings : 1. asymmetry of speech organs (Martinet 1955)EX "Martinet", asymmetry of auditory and articulatory organs (Laks 1993, p.15-16)EX "Laks". 2. asymmetry in the sense that A determines B without B determining A, for example, an adverb requires a verb but a verb does not require an adverb (Bazell 1949) EX "Bazell" , which is also the autonomy-dependency asymmetry (A-D asymmetry) EX "A-D asymmetry" of Langacker EX "Langacker" : In a grammatical construction, the relationship between an autonomous component and a dependent component. (Langacker 1987a, p. 485). In [UN-DRESS], [UN] is dependent and [DRESS] is autonomous. ibid. p. 313, 3. Finally, cognitive asymmetry, that of Aristotle EX "Aristotle" and that of the psychologists, for example of EliasmithEX "Eliasmith" already quoted. It is this third type of asymmetry which is envisaged here. We shall see that it is also that of Milner EX "Milner:asymmetry" .
Milner 1989, p. 369.
Marandin 1997, p. 156.
Milner 1989, p. 450.
What is an 'empirical decision'?
Milner 1989, p. 551.
I indulged myself to write "nominal construction" and "infinitive construction". The alert reader has corrected of course, the difference of familiarity does not hold between abstract constructions but, here as elsewhere in this work, between exemplars. In another area of the pleus, the condition may be the opposite one. For example, for a given speaker, le manger may be more familiar than la nourriture, le laisser-aller than la négligence, the former licensing le boire and the latter le laisser-faire. Here, we touch the question of "semi-productivity"EX "semi-productivity"EX "productivity:semi-productivity" (Jackendoff 2002 EX "Jackendoff" , p. 157-162), acknowledging the locality and the contingency of inscriptions and computations would be a way to account for this.
I adopt Maurice Gross'sEX "Gross (Maurice)" conception : our utilization of the traditional terminology for the different tensesEX "tense" and modesEX "mode" makes reference to the morphological properties only. In fact we found no base which would allow us to establish, for the different verbal forms, a distinction between tenses and modes; we call them all tense-mode, or more simply tense. Gross 1968, p. 10.
The ( symbolises the Cartesian product operation.
Lemaréchal 1998, p. 61 et seq.
In Japanese adjectives are conjugated.
Ducrot 1972, p. 360.
Langacker 1987 p. 307.
A garden pathEX "garden path:definition" is the situation in which a syntactic ambiguity leads to opt for the interpretation solution which looks the simplest one at first sight (for example following the minimal attachment clause of Janet Fodor), thus minimizing the cognitive load, but when this analysis is contradicted by the rest of the utterance, which imposes a different intepretation, the one which was less preferred initially. Example in spoken French: Jean qui va passer son baccalauréat a la fin de l'année gâchée par les révisions (the example is from Ligozat 1994, p. 20).
In the terminology of Milner EX "Milner:actual reference / virtual reference" (1982), actual reference EX "reference:actual / virtual" denotes the term's referent and virtual reference its lexical meaning. A referential term has a virtual reference independently of its usage, but it has an actual reference only in usage context. Only when appearing in an utterance produced by a speaker can one ascribe a referent, an actual reference, to a referential termEX "referential term". MoeschlerEX "Moeschler" 1994b, p. 349-350
The case l'un : l'autre :: celui-ci : celui-là, also illustrates the fact that dimensions may span few exemplars, contrasting for example with the dimensions of verbal paradigms which span thousands of forms.
The four analogic abductive movements are reminded to be: by transitivity, by constructibility transfert, by expansive homology, and by transposition.
Smolensky EX "Smolensky" 1999 for a summary of the principles, Kager EX "Kager" 1999 for a more systematic exposition.
Copycat, The workspace, Hofstadter 1995, p. 216 et seq.
The metaphor of economical or administrative agents is deliberate. In addition to Hofstadter, the notion of agent is ABS also owes to the agents of Minsly (1986) : as with the latter, ABS agents are numerous, autonomous, specialised, simple and short-sighted.
To refer to this second mechanism, the more natural term to use whould habe been construction. However, this lexeme is already loaded: it denotes syntactic constructions as defined by Fillmore in particular. As construction is also used with this meaning in this work, the term edification was preferred to refer to the second mechanism whereby the heuristic structure builds up.
This organization is currently assumed to be unilinearEX "unilinear organization" for simplicity but this is not a postulation inherent in the Analogical Speaker
A few agents, the simpler ones, have the rearward process only and no forward process.
ANZ does not have this defect: it has a drying up settling criterion. This must be related with the already mentioned fact that ANZ, working with several arguments, is copositionally constrained, what single-argument CATZ is not. This is a new reason to dislike agent CATZ and to place it in first line for future revision of the model.
On this occasion, a word must be said about the proliferation factors and those in this model must be compared with those arising in category-based syntactic analysers. The latter are exposed to artificial ambiguities due to the homonymies incurred by the lexical categories. This inconvenience does not occur in the Analogical Speaker. But the latter has an endemic proliferation, that which is described about agent CATZ, and which of course has no analog in categorial theories.
Chomsky 1957/1969, Structures syntaxiques, p. 42.
Harris 1951, p. 244.
Ibid; p. 243.
We have seen that a constitutional similarity is possible but currently without application
Remind the simple idea that mutual positioning, i.e. copositioning, can only be defined between two terms at least.
Agent ANZ is however, as we have seen, an example of a three-argument process which observes copositionings and propagates them to its commissioners.
Saussure.
The phrase "feeder line" is adopted by analogy with industry. In mass production organization, for example in automotive industry, a main assembly line is feeded by secondary lines, the 'feeder lines', which bring the sub-asssemblies to it. Here, the line of B agents and B channels is the main line, and the lines of CATZ agents, providing distributional similars, are the feeder lines.
Reminder: this is a consequence of the minimality suspension principle, and the model does not define a notion of word.
The generativist culture calls 'phrase marker'EX "phrase marker" the tree which analyses an utterance. Its nodes are either terminal nodes, then, they match the ultimate constituents picked up in the lexicon, or non-terminal nodes, then, they stand for assemblies of the latter and/or of themselves. Each node has a categorial labelEX "categorial label". The edges of the phrase marker are constituencyEX "constituency" relations between the linguistic entities represented by the nodes. The phrase marker is produced by applying derivational rulesEX "derivational rule".
X bar theory was proposed by Chomsky in 1970 (Remarks on Nominalization) then complemented by JackendoffEX "Jackendoff" in 1977 and GazdarEX "Gazdar" in 1982. It governs the constitution of noun phrases, verb phrases, and adjectival phrases. It says nothing on sentence syntax. The different expansions of the head are denoted by none, one, two, or three superscript bars, or, more conveniently, by primes, seconds and thirds (X, X', X", X"').
Chametzky 2000EX "Chametzky", p. 33-34.
Chametzky here uses a metonymy for"just below the root of the phrase marker".
As late as in Chomsky 2000, p. 58.
It must be reminded that the Cartesian product is potential only: it is actually built in part only, as long as a settling hasn't occurred.
Empty wordsEX "word:empty", closed lexical classesEX "lexical class:closed", or grammemesEX "grammeme" in other theories.
Thanks to Robert FreemanEX "Freeman"
Such a systematic and exhaustive search may be questioned: do we have reasons to think that the brain operates in this way? What is not doubtful is that numerous activations happen in parallel. The way ABS organizes the search must rather be seen as the serializationEX "serialization" of a parallel process. Its detail may not be plausibleEX "plausibility" while its overall effect may. The general adequation and plausibility of the model do not require all its components to be adequate and plausible. (Daniel Kayser EX "Kayser" , pers. comm.).
"Priming" is also used in experimental psychology and in psycholinguistics, with a different meaning.
When two dates are provided, separated by a slash, as for example in :
Saussure 1915/1975 (Ferdinand de) Cours de linguistique générale (ed. Tullio de Mauro) Payot, Paris, 1975, first publ. in 1915.
the first one (e.g. 1915) is that of the original publication, it is provided for precedence reasons or to locate the publication in history; the second one (e.g. 1975) is that of a more recent publication, a more accessible one, occasionally a translation. In the quotations, the page indication is a refeence to the more recent publication.

PAGE

PAGE 8

PAGE 3

PAGE 13

PAGE 24

PAGE 47

PAGE 95

PAGE 127

PAGE 185

PAGE 316

PAGE 327

PAGE 350

PAGE 357

PAGE 369

PAGE 375

PAGE 380

PAGE 382

PAGE 383

PAGE 385

PAGE 388

PAGE 404

PAGE 418

camber

S

y

x

S

y

x

K

categorical models symbolic systems

what neurons and neuro-mimetic networks do

K

intermediate upsurges, lesser than categories,non-symbolic, factoring the connectivities, yielding better processing efficiency

radical non-categoricity (flat model)

channet C

coverage = extension

agent 1

agent 2

duty = intension

results

findings

INCORPORER PowerPoint.Slide.8

INCORPORER PowerPoint.Slide.8

definite-indefinite

definite-indefinite

singular-plural

Neglects copositinnings

0.35

0.1

1

Europe

Blending space

Country

Regions

Contained 2

ANZ

Observes copositinnings

CATZ Suggestionof similarity

AN2 (virtual) Limited syntax with agreement

CATZ

B2 Binary assemblyB3Ternary assembly

S2A uses a variety of B2

S2A Analogical task with two constituents

Containing 2

Containing 1

Contained 1

Input 2

Input 1

Emerging property :regions in a second entity = regions in a continent

0.1

1

0.35

43 A Alsacien Français

88 A Bavarois Allemand

37 A Allemand Européen

42 A Bourguignon Français

41 A Auvergnat Français

39 A Français Européen

Settling

Priming

Positioned resetting

40 A Anglais Européen

38 A Espagnol Européen

0.1

0.1

1

0.35

88 A Bavarois Allemand

43 A Alsacien Français

38 A Espagnol Européen

37 A Allemand Européen

42 A Bourguignon Français

41 A Auvergnat Français

39 A Français Européen

40 A Anglais Européen

0.1

2 0.59 aller

1 ANZ 0.81 venir va vient

2 ANZ 0.73 venir vais viens

5 ANZ 0.66 venir vas viens

4 ANZ 0.66 venir allons venons

3 ANZ 0.66 vais venir viens

7 ANZ 0.59 vais aller vais

1 0.59 aller

8 ANZ 0.53 vais poser pose

channel 1 (root channel)

6 ANZ 0.59 vais être suis

9 ANZ 0.53 vais voyager voyage

0.9

0.2

0.25

0.3

0.35

ANZAnalogical task

0.4

0.45

0.5

0.55

0.6

0.65

0.7

423 A venir viens

422 A être suis

207 A aller vais

206 A poser pose

243 A voyager voyage

205 A cacher cache

448 A va vient

446 A vais viens

449 A allons venons

447 A vas viens

0.1

2 ANZ 0.81 soigneux habilement habile

7 ANZ 0.73 soigneux mal mauvais

2 0.73 soigneusement

4 0.66 avec soin

4 ANZ 0.73 soigneux terriblement terrible

3 ANZ 0.73 soigneux grandement grand

9 ANZ 0.66 soigneux fermement ferme

5 ANZ 0.73 soigneux soigneusement soigneux

1 0.73 soigneusement

1 ANZ 0.81 soigneux habilement habile

canal 1 (canal racine)

10 ANZ 0.66 soigneux avec soin soigneux

3 0.66 avec soin

6 ANZ 0.73 soigneux grandement grande

8 ANZ 0.66 soigneux honnêtement honnête

A habile habilement

A soigneux avec soin

A terrible terriblement

A grand grandement

A honnête honnêtement

A soigneux soigneusement

A ferme fermement

INCORPORER Word.Picture.8

INCORPORER Word.Picture.8

0.1

1

0.35

A man men

A ox oxen

A foot feet

C cow -s cows

C house s houses

C process -es processes

C brother -s brothers

A brother brethren

0.1

1

C cow -s cows

C house -s houses

C process -es processes

C brother -s brothers

0.1

1

0.35

C un + certain + sourire = un certain sourire

C la + bonne + chanson = la bonne chanson

C ma + petite + entreprise = ma petite entreprise

C une + très légère + angoisse = une très légère angoisse

C la + dernière + fois = la dernière fois

C le + grand + jour = le grand jour

0.1

1

0.1

1

0.35

0.35

began begun

took taken

wrote written

went gone

saw seen

forgot forgotten

gave given

flew flown

Other exersises:

cours 1 - Algorithmique / Programmation
pascal
Master Sciences, Technique, Santé - CNRS
PROLOGUE - Documenta Catholica Omnia
Plan du cours - ENS Maroua
TP 3 : Un moteur d'inférence en PROLOG - CNRS
Prolog - TD 1 - Exercices corriges
1.9 La communication Servlet-JSP-Bean - Free
Le Regard de l'Autre
Arthur RIMBAUD - Comptoir Littéraire
mithomania - Td corrigé
Guy Benchimol - Td corrigé