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Jia-Liang Liu

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Preprint Oct 2026

LongSearchEval: Evaluating Long-Horizon Web Search Capabilities of Large Language Models via a Trajectory-Aware Agent Framework with Failure-Node Localization

LONGSEARCHEVAL is introduced, a trajectory-aware agent evaluation framework that combines a unified agent execution protocol with source constrained outcome verification and retrospective failure-node localization that support controlled model comparison and retrospective inspection of answer-related content.

Jia-Liang Liu, Shu-Sheng Li, Wen-Jun Tan · 0 citations

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