2 papers
cs.AI2026
L-MAD: A Systematic Evaluation of Multi-Agent Debate Structures in Legal Reasoning
Tan-Minh Nguyen, Hoang-Trung Nguyen, Huu-Dong Nguyen +3
While multi-agent debate (MAD) frameworks have shown significant potential in general reasoning, their effectiveness in highly structured, knowledge-heavy legal domains remains und…
cs.CL2025
NOWJ@COLIEE 2025: A Multi-stage Framework Integrating Embedding Models and Large Language Models for Legal Retrieval and Entailment
Hoang-Trung Nguyen, Tan-Minh Nguyen, Xuan-Bach Le +5
This paper presents the methodologies and results of the NOWJ team's participation across all five tasks at the COLIEE 2025 competition, emphasizing advancements in the Legal Case…