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

In three linesRAG-Gym, a framework supervising the search process rather than final answers, improves autonomous search agents. Re²Search++, a process-supervised agent, achieves substantial gains on multi-hop information-seeking benchmarks, especially out-of-domain, through higher-quality search queries and better generalization.

Summary generated by Claude — human-verified