AIBullisharXiv – CS AI · 6h ago6/10
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CREDENCE: Claim Reduction for Decomposition & Enhanced Credibility -- Semantic Metrics and Convergence Analysis
Researchers introduce CREDENCE, a new framework for decomposing complex claims into verifiable atomic statements, addressing limitations in existing fact-checking pipelines. The framework replaces token-overlap metrics with semantic similarity scoring and provides formal convergence analysis for repair loops, improving fact-checking accuracy by 15-32 percentage points across multiple domains.