citation faithfulness 1evidence verification 1legal question answering 1multi-agent systems 1retrieval-augmented generation 1
From the 1 of 30 linked papers with an AI index.
2 citations · 5 across the 19 of their papers we have counts for
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cs.AI2026
L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit
Boqin Yuan, Ziqi Wang
The paper introduces L-MARS, a multi‑agent system for legal question answering that uses agentic search and a judge‑driven loop to verify that citations actually support each claim…
cs.AI2025
A2R: An Asymmetric Two-Stage Reasoning Framework for Parallel Reasoning
Ziqi Wang, Boye Niu, Zhongli Li +7
Recent Large Reasoning Models have achieved significant improvements in complex task-solving capabilities by allocating more computation at the inference stage with a "thinking lon…