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MORFES: A Benchmark for Productive Inflectional Competence in Modern Greek

Authors

Do you know Ioakeim Perros?You can claim authorship or link another user.Do you know Cleopatra Papadopoulou?You can claim authorship or link another user.Do you know Ayoub Kirouane?You can claim authorship or link another user.Do you know Christos Petrocheilos?You can claim authorship or link another user.

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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Publication notes

Author note
12 pages, 8 tables