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Search-oriented rubrics redefine how we evaluate document sets, leading to a 2.6-point performance boost in deep research tasks.
Current reranking methods fall short, but Rubric4Setwise transforms evaluation into actionable selection signals, achieving unprecedented performance across diverse document sets.