Retrieval on InfoSeek
59.6Recall@1MG2-RAG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MG2-RAGRetrieval Category=Multi-Modality Retrieval, Retrieval Modality=MM2026.04 | 59.6 | 78.9 | 83.8 | 87.4 | 91 | — | |
| EVA-CLIP-8BRetrieval Category=Cross-Modality Retrieval, Retrieval Modality=V→T2026.04 | 56.5 | 76.3 | 82.2 | 86.4 | 90.6 | — | |
| mKG-RAGRetrieval Category=Multi-Modality Retrieval, Retrieval Modality=MM2026.04 | 49.7 | 71.6 | 78 | 82.5 | 89.1 | — | |
| EVA-CLIP-8BRetrieval Category=Single Modality Retrieval, Retrieval Modality=V→V2026.04 | 47.2 | 65 | 70.2 | 74.4 | 79.6 | — | |
| CLIP ViT-L/14Retrieval Category=Single Modality Retrieval, Retrieval Modality=V→V2026.04 | 32.7 | 52.3 | 59.6 | 66.2 | 74 | — | |
| Nomic-EmbedRetrieval Category=Single Modality Retrieval, Retrieval Modality=V→V2026.04 | 31.4 | 48.8 | 54.5 | 60 | 66.1 | — | |
| CLIP ViT-L/14Retrieval Category=Cross-Modality Retrieval, Retrieval Modality=V→T2026.04 | 20.8 | 40.7 | 49.2 | 57.6 | 67.7 | — | |
| Nomic-EmbedRetrieval Category=Single Modality Retrieval, Retrieval Modality=T→T2026.04 | 0.2 | 1 | 1.5 | 3 | 5.6 | — | |
| CLIP ViT-L/14Retrieval Category=Cross-Modality Retrieval, Retrieval Modality=T→V2026.04 | 0.2 | 0.6 | 1.1 | 2.3 | 5.3 | — | |
| EVA-CLIP-8BRetrieval Category=Cross-Modality Retrieval, Retrieval Modality=T→V2026.04 | 0.2 | 0.4 | 0.8 | 2 | 4.9 | — | |
| CLIP ViT-L/14Retrieval Category=Single Modality Retrieval, Retrieval Modality=T→T2026.04 | 0.1 | 0.2 | 0.2 | 0.4 | 0.7 | — | |
| EVA-CLIP-8BRetrieval Category=Single Modality Retrieval, Retrieval Modality=T→T2026.04 | 0.1 | 0.7 | 1.4 | 2.3 | 4.5 | — | |
| DPR2025.04 | — | — | — | — | — | 44.88 | |
| FLMR2025.04 | — | — | — | — | — | 46.42 | |
| PreFLMR2025.04 | — | — | — | — | — | 59.6 | |
| UniRVQABackbone=BLIP22025.04 | — | — | — | — | — | 63.65 | |
| UniRVQABackbone=InstructBLIP2025.04 | — | — | — | — | — | 68.51 |