Hateful Meme Identification on Extended BHM (test)
79PrecisionCLIP + XLM-R-L
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIP + XLM-R-LFramework=xDORA, Category=Proposed Supervised Framework Variants2026.02 | 79 | 78 | 78 | |
| RAG-Fused DORACategory=Proposed Retrieval-Based Methods2026.02 | 79 | 79 | 79 | |
| CLIP + XGLMFramework=xDORA, Category=Proposed Supervised Framework Variants2026.02 | 78 | 77 | 78 | |
| FAISS-Based k-NNCategory=Proposed Retrieval-Based Methods2026.02 | 78 | 77 | 77 | |
| MAFCategory=Multimodal2026.02 | 77 | 77 | 77 | |
| DINOv2 + XLM-RFramework=xDORA, Category=Proposed Supervised Framework Variants2026.02 | 77 | 77 | 77 | |
| DORACategory=Multimodal2026.02 | 76 | 76 | 76 | |
| DINOv2 + XGLMFramework=xDORA, Category=Proposed Supervised Framework Variants2026.02 | 76 | 76 | 76 | |
| XGLM-564MCategory=Text Only2026.02 | 75 | 74 | 74 | |
| mDeBERTa-v3Category=Text Only2026.02 | 74 | 74 | 74 | |
| XLM-R-LCategory=Text Only2026.02 | 73 | 73 | 73 | |
| DINOv2-BaseCategory=Vision Only2026.02 | 65 | 65 | 65 | |
| ConvNeXT-BaseCategory=Vision Only2026.02 | 63 | 62 | 61 | |
| LLaVACategory=LVLM, Zero-shot=true2026.02 | 55 | 54 | 54 | |
| RAG-Prompted LLaVACategory=Proposed Retrieval-Based Methods2026.02 | 55 | 55 | 54 | |
| LLaVACategory=LVLM, Few-shot=true2026.02 | 53 | 53 | 53 | |
| CLIP (ViT-B/32)Category=Vision Only2026.02 | 50 | 50 | 48 |