AIBullisharXiv – CS AI · 6h ago7/10
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Navigating Unreliable Parametric and Contextual Knowledge: Explicit Knowledge Conflict Resolution for LLM Inference
Researchers propose MACR, a novel framework that resolves conflicts between large language models' internal knowledge and external context information using multi-agent reasoning. The approach moves beyond binary choice paradigms to actively reconcile inconsistencies, demonstrating significant performance improvements over existing methods while providing interpretable conflict resolution.