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arxiv_llm_reliability ยท Aug 25, 2026 ยท paper

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CAFE: Self-Improving Search Agents Need Co-Evolving Feedback

arxiv.orgAug 25, 2026
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Outcome-supervised search agents learn when and how to retrieve evidence, but terminal rewards neither localize intermediate errors nor redirect an ongoing trajectory before those errors compound. Treating corrective...

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