Author

Qi Shi

2 papers indexed here

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Review Oct 2026

LexPilot: Benchmarking the Proactive Interaction Ability of Legal LLMs with Laypeople in Chinese Civil Case Consultation

Large Language Models (LLMs) have greatly assisted legal professionals. However, our empirical studies reveal that, when faced with underspecified consultations from non-experts, current LLMs often produce irresponsible responses with limited utility despite lacking sufficient case details for definitive conclusions. T...

Wen-Bin Zhang, Sha Li, Bing-Xiang He et al. · 0 citations

#artificial intelligence Preprint Oct 2026

When the Critic Falls Behind: Co-Evolving Rubrics and Harnesses for Continual Agent Self-Improvement

Autonomous agents increasingly depend on harnesses that govern interaction, memory, tools, and execution around large language models (LLMs). While recent work has begun to evolve these harnesses from execution experience, the supervision used to guide evolution often remains relatively static, making it difficult to t...

Hao Chen, Yu-Kun Yan, Zi-Yu Han et al. · 0 citations