Short-Term Meaning Shift: A Distributional Exploration
2018-09-10NAACL 2019Code Available0· sign in to hype
Marco Del Tredici, Raquel Fernández, Gemma Boleda
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Abstract
We present the first exploration of meaning shift over short periods of time in online communities using distributional representations. We create a small annotated dataset and use it to assess the performance of a standard model for meaning shift detection on short-term meaning shift. We find that the model has problems distinguishing meaning shift from referential phenomena, and propose a measure of contextual variability to remedy this.