Author

Rama Y. AlHamidi

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Preprint Aug 2026

Counterfactual Sensitivity Is Not Repairability: Auditing Replay Probes for Video Evidence

CARVE is introduced, a black-box counterfactual probe that compares answer changes under matched SHAM and DESTROY replays, and shows only a weak association with annotated temporal coverage, so CARVE is best understood as a routing signal rather than a direct grounding classifier.

Rama AlHamidi, Rasul Khanbayov, E. Serpedin et al. · 0 citations