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Guanhua Chen

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• Before the Arrest: Benchmarking LLMs on Criminal Profiling from Incomplete Evidence
• Towards Fair and Comprehensive Evaluation of Routers in Collaborative LLM Systems
• BiasScope: Towards Automated Detection of Bias in LLM-as-a-Judge Evaluation
• From Abstract to Contextual: What LLMs Still Cannot Do in Mathematics
• Spurious Rewards Paradox: Mechanistically Understanding How RLVR Activates Memorization Shortcuts in LLMs
• ConInstruct: Evaluating Large Language Models on Conflict Detection and Resolution in Instructions
• G2: Guided Generation for Enhanced Output Diversity in LLMs