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Nantes Université, École Centrale Nantes, CNRS, LS
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Augmenting hierarchical models with corpus-level prototypes boosts Rhetorical Role Labeling, especially for rare roles, by up to 4 Macro-F1.
LLMs judging medical QA are heavily biased by the answer's source, but a little fine-tuning can make smaller models surprisingly fair.