Credence replaces Jaccard-F1 with Semantic-F1 for claim decomposition quality and proves convergence properties for rule-based and LLM-based repair under stated assumptions, reporting +15-32pp gains on three domain benchmarks.
Sub-Sentence Encoder: Contrastive Learning of Propositional Semantic Representations
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CREDENCE: Claim Reduction for Decomposition & Enhanced Credibility -- Semantic Metrics and Convergence Analysis
Credence replaces Jaccard-F1 with Semantic-F1 for claim decomposition quality and proves convergence properties for rule-based and LLM-based repair under stated assumptions, reporting +15-32pp gains on three domain benchmarks.