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Finding the Move Is Not Winning the Game: XiangqiBench for Closed-Loop Evaluation of LLM Agents

arXiv cs.CL ↗ · 2026-10-05 Cached

XiangqiBench is an executable benchmark for closed-loop evaluation of LLM agents in Xiangqi endgames, measuring whether models can convert forced-mate positions into verified wins against an engine defender, and revealing large gaps between static move-finding competence and actual game-winning performance across 12 frontier LLMs.

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