Introduces claim-conditioned re-scoring (SIFT) and warranted supports proportion (WSP) metric, reporting accuracy recovery up to 27.6 points and WSP calibration at AUC 0.92 on FEVER, SciFact and other benchmarks.
Decomposition Dilemmas: Does Claim Decomposition Boost or Burden Fact-Checking Performance?
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
cs.CL 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
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.
citing papers explorer
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The Warrant Gap: Claim-Conditioned Re-scoring for Fact-Checking
Introduces claim-conditioned re-scoring (SIFT) and warranted supports proportion (WSP) metric, reporting accuracy recovery up to 27.6 points and WSP calibration at AUC 0.92 on FEVER, SciFact and other benchmarks.
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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.