MORFES: A Benchmark for Productive Inflectional Competence in Modern Greek

Ioakeim Perros, Cleopatra Papadopoulou, Ayoub Kirouane, Christos Petrocheilos
7/30/2026
cs.CLcs.LG

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Abstract

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.

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Cite this paper

@article{perros2026morfes,
  title  = {MORFES: A Benchmark for Productive Inflectional Competence in Modern Greek},
  author = {Ioakeim Perros and Cleopatra Papadopoulou and Ayoub Kirouane and Christos Petrocheilos},
  year   = {2026},
  eprint = {2607.28274},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2607.28274v1}
}

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