Innopolis University

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.

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.

CADFather is an autonomous, training-free agent in which a vision-language assistant decides which candidate CAD program to extend, which tool to invoke, and how many proposals to sample, unifying learned proposal generation, geometry-based algorithmic proposals, and parameter optimization in one CadQuery representation, and achieving zero invalidity with higher mean IoU and GMS and lower median Chamfer distance on the full DeepCAD, Fusion360, and MCB test sets.

CADFather is an autonomous, training-free agent in which a vision-language assistant decides which candidate CAD program to extend, which tool to invoke, and how many proposals to sample, unifying learned proposal generation, geometry-based algorithmic proposals, and parameter optimization in one CadQuery representation, and achieving zero invalidity with higher mean IoU and GMS and lower median Chamfer distance on the full DeepCAD, Fusion360, and MCB test sets.