Publications

2025

1. ACL Findings

   A Law Reasoning Benchmark for LLM with Tree-Organized Structures including Factum Probandum, Evidence and Experiences

   Jiaxin Shen, Huiqi Hu, Luyi Lin, Wenjuan Han, and 5 more authors

   In Findings of the Association for Computational Linguistics: ACL 2025, Jul 2025

   Abs DOI Bib HTML PDF Code

   We propose a transparent law reasoning schema enriched with hierarchical factum probandum, evidence, and implicit experience, together with a crowd-sourced benchmark and an agent framework for transparent and accountable AI-assisted law reasoning.

   @inproceedings{shen-etal-2025-law,
     title = {A Law Reasoning Benchmark for {LLM} with Tree-Organized Structures including Factum Probandum, Evidence and Experiences},
     author = {Shen, Jiaxin and Hu, Huiqi and Lin, Luyi and Han, Wenjuan and Xu, Jinan and Ma, Guoyang and Zheng, Fei and Meng, Fandong and Zhou, Jie},
     booktitle = {Findings of the Association for Computational Linguistics: ACL 2025},
     month = jul,
     year = {2025},
     address = {Vienna, Austria},
     publisher = {Association for Computational Linguistics},
     pages = {17252--17274},
     doi = {10.18653/v1/2025.findings-acl.887},
   }