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Towards Debiasing Fact Verification Models

Schuster, Tal, Shah, Darsh, Yeo, Yun Jie Serene, Roberto Filizzola Ortiz, Daniel, Santus, Enrico, Barzilay, Regina · 2019 · DOI 10.18653/v1/d19-1341

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The Warrant Gap: Claim-Conditioned Re-scoring for Fact-Checking

cs.CL · 2026-06-23 · unverdicted · novelty 6.0

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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  • The Warrant Gap: Claim-Conditioned Re-scoring for Fact-Checking cs.CL · 2026-06-23 · unverdicted · none · ref 9

    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.