Exploring the zero-shot limit of FewRel

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Abstract

This paper proposes a general purpose relation extractor (RE) that uses Wikidata descriptions to represent the relation’s surface form. The results are tested on the FewRel 1.0 dataset, which provides an excellent framework for training and evaluating the proposed zero-shot learning system in English. This relation extractor architecture exploits the implicit knowledge of a language model through a question-answering approach.

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APA

Cetoli, A. (2020). Exploring the zero-shot limit of FewRel. In COLING 2020 - 28th International Conference on Computational Linguistics, Proceedings of the Conference (pp. 1447–1451). Association for Computational Linguistics (ACL). https://doi.org/10.18653/v1/2020.coling-main.124

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