Short-Term Meaning Shift: A Distributional Exploration. Del Tredici, M., Fernández, R., & Boleda, G. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT), pages 2069–2075, Minneapolis, Minnesota, June, 2019. Association for Computational Linguistics.
Paper
Github doi abstract bibtex 1 download 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.
@inproceedings{del-tredici-etal-2019-short,
title = "Short-Term Meaning Shift: A Distributional Exploration",
author = "Del Tredici, Marco and
Fern{\'a}ndez, Raquel and
Boleda, Gemma",
booktitle = "Proceedings of the 2019 Conference of the North {A}merican Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT)",
month = jun,
year = "2019",
address = "Minneapolis, Minnesota",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/N19-1210.pdf",
doi = "10.18653/v1/N19-1210",
url_github = {https://github.com/marcodel13/Short-term-meaning-shift},
pages = "2069--2075",
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.",
}
Downloads: 1
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