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Claims

As of snapshot 27745 under ledger-default@0.3.0.

ClaimTypeAssessmentScoreReview checksReferences
Under combined semantics-preserving lexical perturbations, CausalVul's F1 dropped 5.1%, compared with 12.1–22.3% for the baselines evaluated in the study. COMPARATIVE Supported 0.8808 1 of 4 88
Under project-level group-aware evaluation on the Devign vulnerability-detection benchmark, CausalVul achieved 76.4% F1, 18.0 points above its fine-tuned CodeBERT backbone and 4.8 points above the UniXcoder baseline. QUANTITATIVE Leans supported 0.7029 1 of 4 113