ACL 2023findings6 citations

Taxonomy of Problems in Lexical Semantics

Bradley Hauer, Grzegorz Kondrak

Abstract

Semantic tasks are rarely formally defined, and the exact relationship between them is an open question. We introduce a taxonomy that elucidates the connection between several problems in lexical semantics, including monolingual and cross-lingual variants. Our theoretical framework is based on the hypothesis of the equivalence of concept and meaning distinctions. Using algorithmic problem reductions, we demonstrate that all problems in the taxonomy can be reduced to word sense disambiguation (WSD), and that WSD itself can be reduced to some problems, making them theoretically equivalent. In addition, we carry out experiments that strongly support the soundness of the concept-meaning hypothesis, and the correctness of our reductions.

BibTeX
@inproceedings{hauer-kondrak-2023-taxonomy,
    title = "Taxonomy of Problems in Lexical Semantics",
    author = "Hauer, Bradley  and
      Kondrak, Grzegorz",
    editor = "Rogers, Anna  and
      Boyd-Graber, Jordan  and
      Okazaki, Naoaki",
    booktitle = "Findings of the Association for Computational Linguistics: ACL 2023",
    month = jul,
    year = "2023",
    address = "Toronto, Canada",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2023.findings-acl.623/",
    doi = "10.18653/v1/2023.findings-acl.623",
    pages = "9833--9844"
}
Taxonomy of Problems in Lexical Semantics · ACL 2023