Open-domain multimodal component retrieval on MMCOQADoc
46.31R@1FIF
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FIFType=Agentic2026.02 | 46.31 | 58.4 | 69.47 | 75.17 | 74.88 | |
| IRCoTType=Agentic2026.02 | 43.03 | 53.69 | 62.7 | 64.62 | 62.84 | |
| ColPaliType=Single-shot embedding-based2026.02 | 31.11 | 41.97 | 46.89 | 51.27 | 43.13 | |
| LILACType=Agentic2026.02 | 25.25 | 38.13 | 51.02 | 60.86 | 53.36 | |
| VisRAGType=Single-shot embedding-based2026.02 | 19.57 | 27.53 | 33.59 | 37.31 | 30.01 | |
| NV-Embed-v2Type=Single-shot embedding-based2026.02 | 18.22 | 28.46 | 40.22 | 48.19 | 41.97 |