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

机译:变革之风:检测和评估跨时间和域的词汇语义变化

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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.
机译:我们执行跨学科的大规模评估,以检测历时性和同步性任务中的词汇语义差异:语义随时间变化,语义随域变化。我们的工作通过将共同的最新评估任务汇总并扩展基准模型,从而解决了历时性词汇变化评估模型中的肤浅和缺乏比较性的问题。此外,我们证明了相同的评估任务和建模方法可以成功地用于术语提取领域中特定领域意义分歧的同步检测。

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