mlsanityData to 14 Oct 2026

UniMorph 4.0: Universal Morphology

arXiv 2205.03608 ↗First posted 7 May 2022cs.CLcited by 11

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Abstract (arXiv)

The Universal Morphology (UniMorph) project is a collaborative effort providing broad-coverage instantiated normalized morphological inflection tables for hundreds of diverse world languages. The project comprises two major thrusts: a language-independent feature schema for rich morphological annotation and a type-level resource of annotated data in diverse languages realizing that schema. This paper presents the expansions and improvements made on several fronts over the last couple of years (since McCarthy et al. (2020)). Collaborative efforts by numerous linguists have added 67 new languages, including 30 endangered languages. We have implemented several improvements to the extraction pipeline to tackle some issues, e.g. missing gender and macron information. We have also amended the schema to use a hierarchical structure that is needed for morphological phenomena like multiple-argument agreement and case stacking, while adding some missing morphological features to make the schema more inclusive. In light of the last UniMorph release, we also augmented the database with morpheme segmentation for 16 languages. Lastly, this new release makes a push towards inclusion of derivational morphology in UniMorph by enriching the data and annotation schema with instances representing derivational processes from MorphyNet.

Key facts. Cited by 11 papers in the map (data through 14 Oct 2026). Builds on 12 of its 111 references that are in the map. First posted on arXiv 7 May 2022.

Builds on

12 of 111 references.

References · 12

  1. 2015Neural Machine Translation of Rare Words with Subword Unitscited by 2,918
  2. 2021Between words and characters: A Brief History of Open-Vocabulary Modeling and Tokenization in NLPcited by 132
  3. 2019The SIGMORPHON 2019 Shared Task: Morphological Analysis in Context and Cross-Lingual Transfer for Inflectioncited by 43
  4. 2018UniMorph 2.0: Universal Morphologycited by 42
  5. 2018The CoNLL--SIGMORPHON 2018 Shared Task: Universal Morphological Reinflectioncited by 41
  6. 2017CoNLL-SIGMORPHON 2017 Shared Task: Universal Morphological Reinflection in 52 Languagescited by 40
  7. 2020SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflectioncited by 39
  8. 2018Marrying Universal Dependencies and Universal Morphologycited by 11
  9. 2018Automatic Identification of Closely-related Indian Languages: Resources and Experimentscited by 5
  10. 2022Morphological Reinflection with Multiple Arguments: An Extended Annotation schema and a Georgian Case Studycited by 4
  11. 2021Morpheme Boundary Detection & Grammatical Feature Prediction for Gujarati : Dataset & Modelcited by 3
  12. 2020A Resource for Studying Chatino Verbal Morphologycited by 2

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2022: 1; 2023: 4; 2024: 1; 2025: 2; 2026: 3.

11 papers.