Author

Hayato Ogawa

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Preprint Aug 2026

Human-LLM Alignment in Language Attitudes Toward Non-Native Japanese

Large language models (LLMs) increasingly evaluate human writing in high-stakes domains such as hiring and academic assessment, putting non-native speakers at particular risk. Drawing on the language attitudes framework, we compared human and LLM evaluations of parallel L1- and L2-written Japanese emails on three dimen...

Naho Orita, Hayato Ogawa, Daisuke Kawahara · 0 citations