Author

Jiaxin Liu

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#natural language process... Jan 2026

How Order-Sensitive Are LLMs? OrderProbe for Deterministic Structural Reconstruction

OrderProbe is introduced, a deterministic benchmark for structural reconstruction using fixed four-character expressions in Chinese, Japanese, and Korean, which have a unique canonical order and thus support exact-match scoring.

Yingjie He, Zhaolu Kang, Kehan Jiang et al. · arXiv.org · 4 citations

#natural language process... Preprint Aug 2026

JPO: Juris Policy Optimization for Structured Legal Reasoning in Criminal Judgment Prediction

Juris Policy Optimization (JPO), a post-training framework for structured legal reasoning in Chinese criminal judgment prediction, is proposed and experiments show that JPO consistently improves both judgment prediction and reasoning quality over supervised fine-tuning and reinforcement learning baselines.

Zhao-Lu Kang, Yan-Tao Liu, Tailong Luo et al. · 1 citation