Algorithms in the historical emergence of word senses

Author:

Ramiro Christian,Srinivasan Mahesh,Malt Barbara C.,Xu Yang

Abstract

Human language relies on a finite lexicon to express a potentially infinite set of ideas. A key result of this tension is that words acquire novel senses over time. However, the cognitive processes that underlie the historical emergence of new word senses are poorly understood. Here, we present a computational framework that formalizes competing views of how new senses of a word might emerge by attaching to existing senses of the word. We test the ability of the models to predict the temporal order in which the senses of individual words have emerged, using an historical lexicon of English spanning the past millennium. Our findings suggest that word senses emerge in predictable ways, following an historical path that reflects cognitive efficiency, predominantly through a process of nearest-neighbor chaining. Our work contributes a formal account of the generative processes that underlie lexical evolution.

Funder

National Science Foundation

Publisher

Proceedings of the National Academy of Sciences

Subject

Multidisciplinary

Reference35 articles.

1. Bréal M (1897) Essai de Sémantique: Science des Significations (Hachette, Paris).

2. How concepts and conventions structure the lexicon: Cross-linguistic evidence from polysemy;Srinivasan;Lingua,2015

3. Wittgenstein L (1953) Philosophical Investigations (Basil Blackwell, Oxford).

4. The Representation of Polysemous Words

5. Cognitive representations of semantic categories.

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