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arXiv cs.CL·

Supervising the search process produces reliable and generalizable information-seeking agents

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In three linesRAG-Gym, a framework supervising the search process rather than final answers, improves autonomous search agents. Re²Search++ uses process supervision and reasoning reflection to generate higher-quality queries, achieving significant gains on multi-hop benchmarks with better out-of-domain generalization.
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