ResearchBenchmarksVision-Language Reasoning on Winoground (Text/Image Metrics)Follow30.5Text ScoreCLIP20.3622.992525.62528.2575Feb 2, 2026Evaluation ResultsMethodMethodLinksText ScoreImage ScoreCLIPSetting=Zero-shotSetting=Zero-shot2026.0230.511.5STELLARSetting=Zero-shotSetting=Zero-shot2026.0226.258.25iBOTSetting=Zero-shotSetting=Zero-shot2026.0224.7512MAESetting=Zero-shotSetting=Zero-shot2026.0220.759