ConflictRAG adds conflict detection, source credibility assessment via Entropy-TOPSIS, and a CARS diagnostic score to RAG pipelines, reporting 88.7% F1 detection and 5.3-6.1% correctness gains on three benchmarks.
Survey of hallucination in natural language generation,
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IKMF introduces a dual-stream architecture that converts raw data into semantically rich knowledge via AI mining while maintaining integrity, provenance, and reproducibility through parallel archiving.
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ConflictRAG: Detecting and Resolving Knowledge Conflicts in Retrieval Augmented Generation
ConflictRAG adds conflict detection, source credibility assessment via Entropy-TOPSIS, and a CARS diagnostic score to RAG pipelines, reporting 88.7% F1 detection and 5.3-6.1% correctness gains on three benchmarks.
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Intelligent Knowledge Mining Framework: Bridging AI Analysis and Trustworthy Preservation
IKMF introduces a dual-stream architecture that converts raw data into semantically rich knowledge via AI mining while maintaining integrity, provenance, and reproducibility through parallel archiving.