A Call for Consistency in Reporting Typological Diversity

Wessel Poelman, Esther Ploeger, Miryam de Lhoneux, Johannes Bjerva

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Abstract

In order to draw generalizable conclusions about the performance of multilingual models across languages, it is important to evaluate on a set of languages that captures linguistic diversity.Linguistic typology is increasingly used to justify language selection, inspired by language sampling in linguistics. However, justifications for ‘typological diversity’ exhibit great variation, as there seems to be no set definition, methodology or consistent link to linguistic typology.In this work, we provide a systematic insight into how previous work in the ACL Anthology uses the term ‘typological diversity’.Our two main findings are: 1) what is meant by typologically diverse language selection is not consistent and 2) the actual typological diversity of the language sets in these papers varies greatly.We argue that, when making claims about ‘typological diversity’, an operationalization of this should be included.A systematic approach that quantifies this claim, also with respect to the number of languages used, would be even better.
Original languageEnglish
Title of host publicationSIGTYP 2024 - 6th Workshop on Research in Computational Linguistic Typology and Multilingual NLP, Proceedings of the Workshop
EditorsMichael Hahn, Alexey Sorokin, Ritesh Kumar, Andreas Shcherbakov, Yulia Otmakhova, Jinrui Yang, Oleg Serikov, Priya Rani, Edoardo M. Ponti, Saliha Muradoglu, Rena Gao, Ryan Cotterell, Ekaterina Vylomova
Number of pages3
PublisherAssociation for Computational Linguistics
Publication date17 Mar 2024
Pages75-77
ISBN (Print)979-8-89176-071-4
ISBN (Electronic)9798891760714
Publication statusPublished - 17 Mar 2024
EventThe 18th Conference of the European Chapter of the Association for Computational Linguistics - Radisson Blu, St. Julian's, Malta
Duration: 17 Mar 202422 Mar 2024
https://2024.eacl.org/

Conference

ConferenceThe 18th Conference of the European Chapter of the Association for Computational Linguistics
LocationRadisson Blu
Country/TerritoryMalta
CitySt. Julian's
Period17/03/202422/03/2024
Internet address

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  • What is "Typological Diversity" in NLP?

    Ploeger, E., Poelman, W., de Lhoneux, M. & Bjerva, J., Nov 2024, Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: EMNLP. Association for Computational Linguistics, p. 5681-5700 20 p.

    Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

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