COLING 2020main12 citations

Exploring the zero-shot limit of FewRel

Alberto Cetoli

Abstract

This paper proposes a general purpose relation extractor 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.

BibTeX
@inproceedings{cetoli-2020-exploring,
    title = "Exploring the zero-shot limit of {F}ew{R}el",
    author = "Cetoli, Alberto",
    editor = "Scott, Donia  and
      Bel, Nuria  and
      Zong, Chengqing",
    booktitle = "Proceedings of the 28th International Conference on Computational Linguistics",
    month = dec,
    year = "2020",
    address = "Barcelona, Spain (Online)",
    publisher = "International Committee on Computational Linguistics",
    url = "https://aclanthology.org/2020.coling-main.124/",
    doi = "10.18653/v1/2020.coling-main.124",
    pages = "1447--1451"
}