Paying Attention to Function Words
September 24, 2019 ยท Declared Dead ยท ๐ arXiv.org
"No code URL or promise found in abstract"
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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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