UniMorph 4.0: Universal Morphology
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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
- 2015Neural Machine Translation of Rare Words with Subword Unitscited by 2,918
- 2021Between words and characters: A Brief History of Open-Vocabulary Modeling and Tokenization in NLPcited by 132
- 2019The SIGMORPHON 2019 Shared Task: Morphological Analysis in Context and Cross-Lingual Transfer for Inflectioncited by 43
- 2018UniMorph 2.0: Universal Morphologycited by 42
- 2018The CoNLL--SIGMORPHON 2018 Shared Task: Universal Morphological Reinflectioncited by 41
- 2017CoNLL-SIGMORPHON 2017 Shared Task: Universal Morphological Reinflection in 52 Languagescited by 40
- 2020SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflectioncited by 39
- 2018Marrying Universal Dependencies and Universal Morphologycited by 11
- 2018Automatic Identification of Closely-related Indian Languages: Resources and Experimentscited by 5
- 2022Morphological Reinflection with Multiple Arguments: An Extended Annotation schema and a Georgian Case Studycited by 4
- 2021Morpheme Boundary Detection & Grammatical Feature Prediction for Gujarati : Dataset & Modelcited by 3
- 2020A Resource for Studying Chatino Verbal Morphologycited by 2
Built on by
Citing papers per year: 2022: 1; 2023: 4; 2024: 1; 2025: 2; 2026: 3.
11 papers.
- 2025MultiBLiMP 1.0: A Massively Multilingual Benchmark of Linguistic Minimal Pairscited by 71
- 2022The SIGMORPHON 2022 Shared Task on Morpheme Segmentationcited by 25
- 2023CompoundPiece: Evaluating and Improving Decompounding Performance of Language Modelscited by 7
- 2023K-UniMorph: Korean Universal Morphology and its Feature Schemacited by 4
- 2023Lexical Diversity in Kinship Across Languages and Dialectscited by 4
- 2023Morphological Inflection: A Reality Checkcited by 2
- 2024LLMs' morphological analyses of complex FST-generated Finnish wordscited by 1
- 2025Corpus Frequencies in Morphological Inflection: Do They Matter?cited by 0
- 2026GLeMM: A large-scale multilingual dataset for morphological researchcited by 0
- 2026SuTRA : Structurally-Unified Tokenization with Root Awarenesscited by 0
- 2026Shared Circuits for Shared Grammar: Tracing Subject-Verb Agreement Across Languagescited by 0
- 2026Shared Circuits for Shared Grammar: Tracing Subject-Verb Agreement Across Languages19 Aug 2026
- 2026SuTRA : Structurally-Unified Tokenization with Root Awareness5 Jun 2026
- 2026GLeMM: A large-scale multilingual dataset for morphological research14 Apr 2026
- 2025Corpus Frequencies in Morphological Inflection: Do They Matter?27 Oct 2025
- 2025MultiBLiMP 1.0: A Massively Multilingual Benchmark of Linguistic Minimal Pairs3 Apr 2025
- 2024LLMs' morphological analyses of complex FST-generated Finnish words11 Jul 2024
- 2023Lexical Diversity in Kinship Across Languages and Dialects24 Aug 2023
- 2023Morphological Inflection: A Reality Check25 May 2023
- 2023CompoundPiece: Evaluating and Improving Decompounding Performance of Language Models23 May 2023
- 2023K-UniMorph: Korean Universal Morphology and its Feature Schema10 May 2023
- 2022The SIGMORPHON 2022 Shared Task on Morpheme Segmentation15 Jun 2022