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.
Anthology ID:
2023.findings-acl.623
Volume:
Findings of the Association for Computational Linguistics: ACL 2023
Month:
July
Year:
2023
Address:
Toronto, Canada
Editors:
Anna Rogers, Jordan Boyd-Graber, Naoaki Okazaki
Venue:
Findings
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
9833–9844
Language:
URL:
https://aclanthology.org/2023.findings-acl.623
DOI:
10.18653/v1/2023.findings-acl.623
Bibkey:
Cite (ACL):
Bradley Hauer and Grzegorz Kondrak. 2023. Taxonomy of Problems in Lexical Semantics. In Findings of the Association for Computational Linguistics: ACL 2023, pages 9833–9844, Toronto, Canada. Association for Computational Linguistics.
Cite (Informal):
Taxonomy of Problems in Lexical Semantics (Hauer & Kondrak, Findings 2023)
Copy Citation:
PDF:
https://aclanthology.org/2023.findings-acl.623.pdf
Video:
 https://aclanthology.org/2023.findings-acl.623.mp4