Slangvolution: A Causal Analysis of Semantic Change and Frequency Dynamics in SlangDownload PDF

Anonymous

16 Jan 2022 (modified: 05 May 2023)ACL ARR 2022 January Blind SubmissionReaders: Everyone
Abstract: All living languages are continually undergoing changes, and the mechanisms that underlie language change are still a matter of debate. In this work, we approach language change through the lens of causality in order to model not only how various distributional factors associate with language change, but how they causally affect it. In particular, we study slang, which is an informal language that is typically restricted to a specific group or social setting. We analyze the semantic change and frequency shift of slang words and compare them to those of standard, nonslang words. With causal discovery and causal inference techniques, we measure the effect that word type (slang/nonslang) has on both semantic change and frequency shift, as well as its relationship to frequency, polysemy and part of speech. Our analysis provides some new insights in the study of semantic change, e.g., we show that slang words undergo less semantic change but tend to have larger frequency shifts over time.
Paper Type: long
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