Seeing through the mess: evolutionary dynamics of lexical polysemy
Andreas Baumann, Andreas Stephan, Benjamin Roth
摘要
Evidently, words can have multiple senses. For example, the word mess refers to a place to have food or to a confusing situation. How exactly multiple senses emerge is less clear. In this work, we propose and analyze a mathematical model of the evolution of lexical meaning to investigate mechanisms leading to polysemy. This model features factors that have been discussed to impact the semantic processing and transmission of words: word frequency, non-conformism, and semantic discriminability. We formally derive conditions under which a sense of a word tends to diversify itself into multiple senses that coexist stably. The model predicts that diversification is promoted by low frequency, a strong bias for non-conformist usage, and high semantic discriminability. We statistically validate these predictions with historical language data covering semantic developments of a set of English words. Multiple alternative measures are used to operationalize each variable involved, and we confirm the predicted tendencies for twelve combinations of measures.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
相关 Paper
- Word sense extensionLei Yu, Yang XuACL 2023 · 被引用 2 次
- Adaptive Probabilistic Word EmbeddingShuangyin Li, Yu Zhang, Rong Pan, Kaixiang MoWWW 2020 · 被引用 10 次
- Tracing Semantic Variation in SlangZhewei Sun, Yang XuEMNLP 2022 · 被引用 3 次
- Moving Down the Long Tail of Word Sense Disambiguation with Gloss Informed Bi-encodersTerra Blevins, Luke ZettlemoyerACL 2020 · 被引用 19 次
- A New Formulation of Zipf's Meaning-Frequency Law through Contextual DiversityRyo Nagata, Kumiko Tanaka-IshiiACL 2025
