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Tracing metaphors in time through self-distance in vector spaces

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arxiv 1611.03279 v1 pith:RKG7XFGY submitted 2016-11-10 cs.CL

Tracing metaphors in time through self-distance in vector spaces

classification cs.CL
keywords timecorpussimilarityspacesvectoractualassumebuild
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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From a diachronic corpus of Italian, we build consecutive vector spaces in time and use them to compare a term's cosine similarity to itself in different time spans. We assume that a drop in similarity might be related to the emergence of a metaphorical sense at a given time. Similarity-based observations are matched to the actual year when a figurative meaning was documented in a reference dictionary and through manual inspection of corpus occurrences.

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Cited by 1 Pith paper

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  1. Survey in Characterizing Semantic Change

    cs.CL 2024-02 unverdicted novelty 3.0

    The survey organizes prior work on semantic change characterization into three classes, summarizes selected publications in a table, and discusses research needs and trends.