Paying Attention to Function Words

September 24, 2019 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Shane Steinert-Threlkeld arXiv ID 1909.11060 Category cs.CL: Computation & Language Cross-listed cs.AI, cs.LG Citations 3 Venue arXiv.org Last Checked 5 months ago
Abstract
All natural languages exhibit a distinction between content words (like nouns and adjectives) and function words (like determiners, auxiliaries, prepositions). Yet surprisingly little has been said about the emergence of this universal architectural feature of natural languages. Why have human languages evolved to exhibit this division of labor between content and function words? How could such a distinction have emerged in the first place? This paper takes steps towards answering these questions by showing how the distinction can emerge through reinforcement learning in agents playing a signaling game across contexts which contain multiple objects that possess multiple perceptually salient gradable properties.
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