The role of attraction-repulsion dynamics in simulating the emergence of inflectional class systems
Erich R. Round, Sacha Beniamine, Louise Esher

TL;DR
This paper demonstrates that incorporating both attraction and repulsion dynamics in models is crucial for simulating the emergence of structured inflectional class systems, unlike attraction-only models which lead to uniformity.
Contribution
It introduces a combined attraction-repulsion dynamic model that better explains the development of morphomic structures in inflectional systems.
Findings
Attraction-only models lead to uniformity and lack of diversity.
Models with both attraction and repulsion produce stable, morphomic-like structures.
Inclusion of dissimilarity-based change is key to realistic morphological modeling.
Abstract
Dynamic models of paradigm change can elucidate how the simplest of processes may lead to unexpected outcomes, and thereby can reveal new potential explanations for observed linguistic phenomena. Ackerman & Malouf (2015) present a model in which inflectional systems reduce in disorder through the action of an attraction-only dynamic, in which lexemes only ever grow more similar to one another over time. Here we emphasise that: (1) Attraction-only models cannot evolve the structured diversity which characterises true inflectional systems, because they inevitably remove all variation; and (2) Models with both attraction and repulsion enable the emergence of systems that are strikingly reminiscent of morphomic structure such as inflection classes. Thus, just one small ingredient -- change based on dissimilarity -- separates models that tend inexorably to uniformity, and which therefore are…
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Taxonomy
TopicsNatural Language Processing Techniques · Language and cultural evolution · Syntax, Semantics, Linguistic Variation
