AI RESEARCH

L-MARS: Legal Multi-Agent Workflow with Orchestrated Reasoning and Agentic Search

arXiv CS.AI

ArXi:2509.00761v3 Announce Type: replace We present L-MARS (Legal Multi-Agent Workflow with Orchestrated Reasoning and Agentic Search), a multi-agent retrieval framework for grounded legal question answering that decomposes queries into structured sub-problems, retrieves evidence via agentic web search, filters results through a verification agent, and synthesizes cited answers. Existing legal QA benchmarks test either closed-book reasoning or retrieval over fixed corpora, but neither captures scenarios requiring current legal information. We.