Evaluation runs already leave per-question records: an audit layer reuses them and finds MMStar image zero-gain above a permutation null
An audit layer added to VLMEvalKit reuses saved per-question outputs from completed evaluations plus one text-only rerun, and on MMStar measures a 20.2% zero-gain share that still exceeds an item-matched permutation null.