Author

Jun Lin

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#artificial intelligence Preprint Oct 2026

Test-Time Agent Evolution for Long-Horizon Legal Reasoning

This work proposes method, which introduces Test-Time Memory Evolution, which introduces reusable experience from previous cases, adapt it to the current factual and procedural context, and consolidate accumulated experience for subsequent decision-making, improving the reliability and efficiency of long-horizon legal...

Hao-Tian Chen, Shuai-Cheng Niu, Hao-Cong Rao et al. · 0 citations

#natural language process... Jun 2026

LexRubric: A Rubric-Guided Diagnostic Benchmark for Open-Ended Legal Tasks

This work introduces LexRubric, a rubric-based benchmark for evaluating open-ended Chinese legal tasks and evaluates 18 recent general and legal-domain LLMs on LexRubric, showing that different models exhibit distinct capability profiles, and that open-ended legal tasks remain challenging for current LLMs.

Yifan Chen, Haitao Li, Yiran Hu et al. · arXiv.org · 1 citation