AINeutralarXiv – CS AI · 14h ago6/10
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MERMAID: Memory-Enhanced Retrieval and Reasoning with Multi-Agent Iterative Knowledge Grounding for Veracity Assessment
Researchers introduce MERMAID, a memory-enhanced multi-agent framework for automated fact-checking that couples evidence retrieval with reasoning processes. The system achieves state-of-the-art performance on multiple benchmarks by reusing retrieved evidence across claims, reducing redundant searches and improving verification efficiency.