WebExpert improves exact-match accuracy by 1.5-3.6 points on GAIA, GPQA, HLE, and WebWalkerQA benchmarks via experience retrieval, automatic facet induction, and preference-optimized planning.
Without expert priors, agents formulate off- target queries, wander to irrelevant pages, and miss evidence
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WebExpert: domain-aware web agents with critic-guided expert experience for high-precision search
WebExpert improves exact-match accuracy by 1.5-3.6 points on GAIA, GPQA, HLE, and WebWalkerQA benchmarks via experience retrieval, automatic facet induction, and preference-optimized planning.