Author

Hui-Yuan Xie

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Preprint Aug 2026

LexKairos: Benchmarking Legal Temporal Capabilities in LLMs

This work proposes LexKairos, a comprehensive benchmark for evaluating the temporal capabilities of LLMs in the Chinese legal context across three dimensions: statutory temporal knowledge, case temporal modeling, and statute-case temporal reasoning.

Chenyang Li, Ze-Jia Feng, Yuqi Huang et al. · 0 citations

Jul 2026

REFACT: Adaptive Fact Restatement for Compact and Faithful Chain-of-Thought Reasoning

REFACT is an adaptive fact-restatement citation framework that enables LLMs to determine when contextual grounding is needed and selectively restate source facts at appropriate levels of detail for reliable reasoning.

Zhensheng Jin, Xin Dai, Zhenghao Liu et al. · arXiv.org · 0 citations