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Lobster Languageofstudy Bias In Scientific Peer Review

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paper · 2026-04-09
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We present the first systematic characterization of LoS bias, distinguishing negative and positive forms, and introduce the human-annotated dataset LOBSTER (Language-Of-study Bias in ScienTific pEer Review) and a method achieving 87.37 macro F1 for detection.

Language-of-Study Bias in NLP Peer Review