ResearchBenchmarksImage Classification on CamelDeerImage Classification on CamelDeerFollow97.2Avg AccuracyBiPrompt76.9282.18587.4592.715Jan 5, 2026Evaluation resultsMethodMethodLinksAvg AccuracyWorst-Group AccuracyBiPromptSetting=Zero-shotSetting=Zero-shot2026.0197.292.8SEraserSetting=Zero-shotSetting=Zero-shot2026.0195.791.6MASKSetting=Zero-shotSetting=Zero-shot2026.0193.687.2α-CLIPSetting=Zero-shotSetting=Zero-shot2026.019284.4VanillaSetting=Zero-shotSetting=Zero-shot2026.0183.266.4RoSHOTSetting=Zero-shotSetting=Zero-shot2026.0180.460.8TPTSetting=Zero-shotSetting=Zero-shot2026.0177.755.3