3 papers
cs.CL2025
LegalChainReasoner: A Legal Chain-guided Framework for Criminal Judicial Opinion Generation
Weizhe Shi, Qiqi Wang, Yihong Pan +2
A criminal judicial opinion represents the judge's disposition of a case, including the decision rationale and sentencing. Automatically generating such opinions can assist in anal…
cs.AI2025
InstructRAG: Leveraging Retrieval-Augmented Generation on Instruction Graphs for LLM-Based Task Planning
Zheng Wang, Shu Xian Teo, Jun Jie Chew +1
Recent advancements in large language models (LLMs) have enabled their use as agents for planning complex tasks. Existing methods typically rely on a thought-action-observation (TA…
cs.AI2025
MASTER: A Multi-Agent System with LLM Specialized MCTS
Bingzheng Gan, Yufan Zhao, Tianyi Zhang +5
Large Language Models (LLM) are increasingly being explored for problem-solving tasks. However, their strategic planning capability is often viewed with skepticism. Recent studies…