AIBullisharXiv – CS AI · 18h ago7/10
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ConflictRAG: Detecting and Resolving Knowledge Conflicts in Retrieval Augmented Generation
ConflictRAG introduces a novel framework for detecting and resolving contradictory information in Retrieval-Augmented Generation systems, achieving 88.7% conflict-detection accuracy while reducing API costs by 62%. The system combines cost-efficient embedding-based detection with selective LLM refinement and demonstrates 5.3-6.1% improvements in answer correctness across multiple benchmarks.