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A Wind of Change: Detecting and Evaluating Lexical Semantic Change across Times and Domains

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arxiv 1906.02979 v1 pith:254EIJ2B submitted 2019-06-07 cs.CL

A Wind of Change: Detecting and Evaluating Lexical Semantic Change across Times and Domains

classification cs.CL
keywords semanticacrosschangeevaluationlexicalsensetaskchanges
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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We perform an interdisciplinary large-scale evaluation for detecting lexical semantic divergences in a diachronic and in a synchronic task: semantic sense changes across time, and semantic sense changes across domains. Our work addresses the superficialness and lack of comparison in assessing models of diachronic lexical change, by bringing together and extending benchmark models on a common state-of-the-art evaluation task. In addition, we demonstrate that the same evaluation task and modelling approaches can successfully be utilised for the synchronic detection of domain-specific sense divergences in the field of term extraction.

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