mlsanityData to 14 Oct 2026

The SIGMORPHON 2019 Shared Task: Morphological Analysis in Context and Cross-Lingual Transfer for Inflection

arXiv 1910.11493 ↗First posted 25 Oct 2019cs.CLcited by 43

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Abstract (arXiv)

The SIGMORPHON 2019 shared task on cross-lingual transfer and contextual analysis in morphology examined transfer learning of inflection between 100 language pairs, as well as contextual lemmatization and morphosyntactic description in 66 languages. The first task evolves past years' inflection tasks by examining transfer of morphological inflection knowledge from a high-resource language to a low-resource language. This year also presents a new second challenge on lemmatization and morphological feature analysis in context. All submissions featured a neural component and built on either this year's strong baselines or highly ranked systems from previous years' shared tasks. Every participating team improved in accuracy over the baselines for the inflection task (though not Levenshtein distance), and every team in the contextual analysis task improved on both state-of-the-art neural and non-neural baselines.

Key facts. Cited by 43 papers in the map (data through 14 Oct 2026). First posted on arXiv 25 Oct 2019.

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Citing papers per year: 2021: 12; 2022: 9; 2023: 8; 2024: 5; 2025: 3; 2026: 6.

43 papers.

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  1. 2021Systematic Inequalities in Language Technology Performance across the World's Languagescited by 120
  2. 2022State-of-the-art generalisation research in NLP: A taxonomy and reviewcited by 98
  3. 2021(Un)solving Morphological Inflection: Lemma Overlap Artificially Inflates Models' Performancecited by 20
  4. 2021Morphosyntactic Tagging with Pre-trained Language Models for Arabic and its Dialectscited by 14
  5. 2021Can a Transformer Pass the Wug Test? Tuning Copying Bias in Neural Morphological Inflection Modelscited by 13
  6. 2021Smoothing and Shrinking the Sparse Seq2Seq Search Spacecited by 11
  7. 2022UniMorph 4.0: Universal Morphologycited by 11
  8. 2021A multilabel approach to morphosyntactic probingcited by 8
  9. 2022What do complexity measures measure? Correlating and validating corpus-based measures of morphological complexitycited by 8
  10. 2023CompoundPiece: Evaluating and Improving Decompounding Performance of Language Modelscited by 7
  11. 2022Eeny, meeny, miny, moe. How to choose data for morphological inflectioncited by 6
  12. 2021On the Effectiveness of Dataset Embeddings in Mono-lingual,Multi-lingual and Zero-shot Conditionscited by 4
31 more
  1. 2022Morphological Processing of Low-Resource Languages: Where We Are and What's Nextcited by 4
  2. 2023K-UniMorph: Korean Universal Morphology and its Feature Schemacited by 4
  3. 2023On the Role of Morphological Information for Contextual Lemmatizationcited by 3
  4. 2023Solving morphological analogies: from retrieval to generationcited by 3
  5. 2021Computational Morphology with Neural Network Approachescited by 2
  6. 2023Morphological Inflection: A Reality Checkcited by 2
  7. 2024Recent advancements in computational morphology : A comprehensive surveycited by 2
  8. 2021Minimal Supervision for Morphological Inflectioncited by 1
  9. 2021Generalising Multilingual Concept-to-Text NLG with Language Agnostic Delexicalisationcited by 1
  10. 2021A Three Step Training Approach with Data Augmentation for Morphological Inflectioncited by 1
  11. 2022The Construction and Evaluation of the LEAFTOP Dataset of Automatically Extracted Nouns in 1480 Languagescited by 1
  12. 2022Language Varieties of Italy: Technology Challenges and Opportunitiescited by 1
  13. 2023Exploring Linguistic Probes for Morphological Generalizationcited by 1
  14. 2024J-UniMorph: Japanese Morphological Annotation through the Universal Feature Schemacited by 1
  15. 2024Evaluating Shortest Edit Script Methods for Contextual Lemmatizationcited by 1
  16. 2024Can a Neural Model Guide Fieldwork? A Case Study on Morphological Data Collectioncited by 1
  17. 2026RUMLEM: A Dictionary-Based Lemmatizer for Romanshcited by 1
  18. 2026Measuring Form and Function in Language Modelscited by 1
  19. 2026MORFES: A Benchmark for Productive Inflectional Competence in Modern Greekcited by 1
  20. 2021Enhancing Sequence-to-Sequence Neural Lemmatization with External Resourcescited by 0
  21. 2022The Impact of Edge Displacement Vaserstein Distance on UD Parsing Performancecited by 0
  22. 2022Modeling the Graphotactics of Low-Resource Languages Using Sequential GANscited by 0
  23. 2023A Framework for Bidirectional Decoding: Case Study in Morphological Inflectioncited by 0
  24. 2023Morphological Inflection with Phonological Featurescited by 0
  25. 2024OOVs in the Spotlight: How to Inflect them?cited by 0
  26. 2025Probing Subphonemes in Morphology Modelscited by 0
  27. 2025Transformers over-extend what humans underlearn: the case of Spanish L-shaped morphomecited by 0
  28. 2025Lemma Dilemma: On Lemma Generation Without Domain- or Language-Specific Training Datacited by 0
  29. 2026CommonMorph: Participatory Morphological Documentation Platformcited by 0
  30. 2026MorfFlex: Handling Rich Morphologycited by 0
  31. 2026YallaMorph: A Benchmark for Evaluating Arabic Morphological Generation in Large Language Modelscited by 0