ResearchBenchmarksCelebrity Removal on Giphy Celebrity Detection 100 target celebritiesFollow23.98AccuracyRECE2.70168.225813.7519.2742Feb 3, 2026Evaluation ResultsMethodMethodLinksAccuracyAccsHoRECE2026.0223.9837.8550.54UCE2026.0220.4133.2846.93UnHypeText Encoder=CLIPText Encoder=CLIP2026.0211.7287.4887.88UnHypeText Encoder=nvidia/NV...Text Encoder=nvidia/NV-Embed-v22026.026.2189.7791.74TRCE2026.025.1185.3289.85MACE2026.023.5281.8188.54