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Aix-Marseille Univ., CNRS, LIS UMR 7020, 13000 Marseille, France 2 Nantes Univ., École Centrale Nantes, CNRS, LS
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LLMs judging medical QA are heavily biased by the answer's source, but a little fine-tuning can make smaller models surprisingly fair.