ResearchBenchmarksImage Classification on SpiderCrabImage Classification on SpiderCrabFollow97.4Avg AccuracyBiPrompt64.74473.22281.790.178Jan 5, 2026Evaluation resultsMethodMethodLinksAvg AccuracyWorst-Group AccBiPromptSetting=Zero-shotSetting=Zero-shot2026.0197.495.4SEraserSetting=Zero-shotSetting=Zero-shot2026.0195.394.7MASKSetting=Zero-shotSetting=Zero-shot2026.0191.490.4α-CLIPSetting=Zero-shotSetting=Zero-shot2026.0186.286TPTSetting=Zero-shotSetting=Zero-shot2026.0183.572.5RoSHOTSetting=Zero-shotSetting=Zero-shot2026.017350.4VanillaSetting=Zero-shotSetting=Zero-shot2026.016642