Target Entity Detection on Extended BHM (test)
76PrecisionFAISS-Based k-NN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FAISS-Based k-NNCategory=Proposed Retrieval-Based Methods2026.02 | 76 | 71 | 73 | |
| RAG-Fused DORACategory=Proposed Retrieval-Based Methods2026.02 | 74 | 74 | 74 | |
| CLIP + XLM-R-LFramework=xDORA, Category=Proposed Supervised Framework Variants2026.02 | 70 | 70 | 71 | |
| CLIP + XGLMFramework=xDORA, Category=Proposed Supervised Framework Variants2026.02 | 69 | 66 | 67 | |
| DINOv2 + XLM-RFramework=xDORA, Category=Proposed Supervised Framework Variants2026.02 | 67 | 78 | 68 | |
| DINOv2 + XGLMFramework=xDORA, Category=Proposed Supervised Framework Variants2026.02 | 66 | 78 | 67 | |
| XLM-R-LCategory=Text Only2026.02 | 65 | 77 | 69 | |
| DORACategory=Multimodal2026.02 | 61 | 59 | 60 | |
| mDeBERTa-v3Category=Text Only2026.02 | 60 | 62 | 60 | |
| MAFCategory=Multimodal2026.02 | 56 | 55 | 56 | |
| XGLM-564MCategory=Text Only2026.02 | 55 | 61 | 56 | |
| DINOv2-BaseCategory=Vision Only2026.02 | 48 | 51 | 48 | |
| RAG-Prompted LLaVACategory=Proposed Retrieval-Based Methods2026.02 | 48 | 42 | 39 | |
| ConvNeXT-BaseCategory=Vision Only2026.02 | 44 | 46 | 45 | |
| CLIP (ViT-B/32)Category=Vision Only2026.02 | 41 | 44 | 42 | |
| LLaVACategory=LVLM, Zero-shot=true2026.02 | 41 | 37 | 21 | |
| LLaVACategory=LVLM, Few-shot=true2026.02 | 29 | 30 | 26 |