ResearchBenchmarksAccuracy Estimation on NL26-SFollow3.18MAE (%)COT2.8025.35357.90510.4565Jun 4, 2026Evaluation ResultsMethodMethodLinksMAE (%)COT2026.063.18COTT2026.063.72projNorm2026.066.54ATC-MC2026.066.87FRAPFoundation Model=SigLIPFoundation Model=SigLIP2026.067.6ATC-NE2026.067.98FRAPFoundation Model=CLIPFoundation Model=CLIP2026.069.3AC2026.069.54DoC2026.0610.01IM2026.0611.63GDE2026.0612.63