Hateful Meme Classification on HatefulMemes (seen)
78.7AccuracyKID-VLM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KID-VLMNumber of Hops=1, Small Language Model=MiniLM2024.11 | 78.7 | 78.63 | 80.57 | 74.49 | 86.11 | |
| RGCL2024.11 | 78.3 | 76.23 | 82.27 | 71.02 | 86.72 | |
| KID-VLMNumber of Hops=2, Small Language Model=MiniLM2024.11 | 76.3 | 75.95 | 82.52 | 65.51 | 85.48 | |
| PromptHate2024.11 | 76.1 | 75.76 | 77.3 | 76.1 | 84.21 | |
| HateClipper2024.11 | 76.07 | 73 | 78 | 56 | 85.14 | |
| Pro-Cap + Targeted Captions2024.11 | 75.5 | 75.3 | 76.02 | 75.35 | 83.65 | |
| ExplainHM + LLM Debate2024.11 | 69.4 | 65.23 | 73.59 | 58.57 | 74.61 | |
| MMBT2024.11 | 68.8 | 67.61 | 71.25 | 68.44 | 77.84 | |
| CLIP2024.11 | 60.3 | 57.1 | 69.62 | 33.67 | 68.3 | |
| CLIPFrozen CLIP encoders=true2024.11 | 59.5 | 53.88 | 76.4 | 25.1 | 72.14 | |
| LLaVaZero-shot evaluation=true2024.11 | 54.3 | 29.58 | 60.38 | 19.59 | — |