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Target Word Masking for Location Metonymy Resolution

2020-10-30 06:34:44
Haonan Li, Maria Vasardani, Martin Tomko, Timothy Baldwin

Abstract

Existing metonymy resolution approaches rely on features extracted from external resources like dictionaries and hand-crafted lexical resources. In this paper, we propose an end-to-end word-level classification approach based only on BERT, without dependencies on taggers, parsers, curated dictionaries of place names, or other external resources. We show that our approach achieves the state-of-the-art on 5 datasets, surpassing conventional BERT models and benchmarks by a large margin. We also show that our approach generalises well to unseen data.

Abstract (translated)

URL

https://arxiv.org/abs/2010.16097

PDF

https://arxiv.org/pdf/2010.16097.pdf


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