Anastasiia Kucherenko
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LLMs Prompted for Legal Context Refuse More: Overrefusal from Small On-Premises LLMs in Criminal Legal Context
According to the abstract, Anastasiia Kucherenko, Francois Brouchoud, Dimitri Percia David and Andrei Kucharavy tested four small open-weight models on benign legal prompts. They report that stating a legal role, such as defense lawyer, raised refusal rates by 2 to 20 times over the baseline.