AIBullisharXiv – CS AI · 9h ago7/10
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MAVEN: Multi-Agent Verification-Elaboration Network with In-Step Epistemic Auditing
Researchers introduce MAVEN, a multi-agent framework that enhances large language model reasoning through explicit role-separation and intermediate verification steps. The system outperforms existing approaches on multiple benchmarks by creating verifiable, modular deliberation trajectories rather than relying on implicit reasoning or post-hoc consensus mechanisms.