ResearchBenchmarksClassification on ImageNet-A OODClassification on ImageNet-A OODFollow52.2Top-1 AccuracyBiPrompt38.36841.95945.5549.141Jan 5, 2026Evaluation resultsMethodMethodLinksTop-1 AccuracyBiPromptSetting=Zero-shotSetting=Zero-shot2026.0152.2α-CLIPSetting=Zero-shotSetting=Zero-shot2026.0151.5TPTSetting=Zero-shotSetting=Zero-shot2026.0149.7BlocksSetting=Zero-shotSetting=Zero-shot2026.0149.7PatchesSetting=Zero-shotSetting=Zero-shot2026.0147.4ImagesSetting=Zero-shotSetting=Zero-shot2026.0145.4VanillaSetting=Zero-shotSetting=Zero-shot2026.0142.1RoSHOTSetting=Zero-shotSetting=Zero-shot2026.0138.9