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most citedHumanEval-XL: A Multilingual Code Generation Benchmark for Cross-lingual Natural Language Generalization

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cs.CL2026

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

Yekun Chai, Qiwei Peng, Haoyi Xiong

Static evaluations credit a language model for naming the right move, but an agent must carry a plan through to a verified outcome while an opponent responds. We introduce XiangqiB…