mlsanityData to 7 Oct 2026

MORFES: A Benchmark for Productive Inflectional Competence in Modern Greek

arXiv 2607.28274 ↗First posted 30 Jul 2026cs.CL cs.LGcited by 1

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Abstract (arXiv)

Modern Greek is a richly inflected language, yet the language models built for it are evaluated mainly on factual knowledge, and no benchmark is dedicated to their inflectional competence. We introduce MORFES (Morphological Open-class Recognition-and-Formation Evaluation Suite), a benchmark of 500 expert-verified items that tests the recognition and production of Greek inflected forms, favoring lower-frequency lemmas so that a correct answer reflects the rule rather than a memorized form. We make it publicly available at https://huggingface.co/datasets/KIEFERSA/MORFES. We evaluate a range of open language models on MORFES, situating them within the rapidly scaling open-weight ecosystem from LLaMA to Qwen3, DeepSeek-R1, Magistral, and Kimi K2, where multilingual coverage grows but grammatical competence in morphologically rich languages remains under-measured. Among them, Sophea-Genesis-1, a model we developed and release as open weights at https://huggingface.co/KIEFERSA/Sophea-Genesis-1, leads on inflectional morphology while matching similarly sized models in general capability.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 14 of its 30 references that are in the map. First posted on arXiv 30 Jul 2026.

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14 of 30 references.

References · 14

  1. 2023LLaMA: Open and Efficient Foundation Language Modelscited by 13,958
  2. 2020Measuring Massive Multitask Language Understandingcited by 7,768
  3. 2023Efficient Memory Management for Large Language Model Serving with PagedAttentioncited by 5,767
  4. 2023The Belebele Benchmark: a Parallel Reading Comprehension Dataset in 122 Language Variantscited by 300
  5. 2019Measurement and Fairnesscited by 299
  6. 2025Measuring what Matters: Construct Validity in Large Language Model Benchmarkscited by 102
  7. 2025MultiBLiMP 1.0: A Massively Multilingual Benchmark of Linguistic Minimal Pairscited by 65
  8. 2024Why do language models perform worse for morphologically complex languages?cited by 62
  9. 2019The SIGMORPHON 2019 Shared Task: Morphological Analysis in Context and Cross-Lingual Transfer for Inflectioncited by 43
  10. 2025Evaluating Morphological Alignment of Tokenizers in 70 Languagescited by 22
  11. 2021(Un)solving Morphological Inflection: Lemma Overlap Artificially Inflates Models' Performancecited by 20
  12. 2024Meltemi: The first open Large Language Model for Greekcited by 16
2 more
  1. 2026GreekMMLU: A Native-Sourced Multitask Benchmark for Evaluating Language Models in Greekcited by 6
  2. 2025IMPACT: Inflectional Morphology Probes Across Complex Typologiescited by 3

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  4. 2025Challenging the Abilities of Large Language Models in Italian: a Community Initiative
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  6. 2023Large Linguistic Models: Investigating LLMs' metalinguistic abilities
  7. 2025IOLBENCH: Benchmarking LLMs on Linguistic Reasoning
  8. 2025OpenHuEval: Evaluating Large Language Model on Hungarian Specifics