English

Short-Term Meaning Shift: A Distributional Exploration

Computation and Language 2019-05-01 v3

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.

Keywords

Cite

@article{arxiv.1809.03169,
  title  = {Short-Term Meaning Shift: A Distributional Exploration},
  author = {Marco Del Tredici and Raquel Fernández and Gemma Boleda},
  journal= {arXiv preprint arXiv:1809.03169},
  year   = {2019}
}

Comments

Accepted at NAACL2019

R2 v1 2026-06-23T04:00:05.836Z