Retrieval on LongDocURL
77.02RecallMAB-DQA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MAB-DQATop-K=52026.04 | 77.02 | 24.3 | 33.13 | 78.73 | |
| EviPropTop-K=52026.06 | 76.36 | 24.06 | 70.21 | 75.52 | |
| MDocAgentTop-K=5, Retriever=Colpali2026.04 | 75.49 | 23.87 | 31.81 | 74.3 | |
| M3DocRAGTop-K=52026.04 | 74.54 | 23.52 | 32.07 | 73.99 | |
| Visual RetrievalTop-K=52026.06 | 74.04 | 23.23 | 68 | 73.52 | |
| MoLoRAGTop-K=52026.04 | 73.86 | 23.2 | 32.01 | 76.18 | |
| MoLoRAG+Top-K=52026.04 | 73.69 | 23.15 | 31.83 | 75.56 | |
| Text-Visual RRFTop-K=52026.06 | 72.23 | 22.76 | 65.81 | 70.7 | |
| MAB-DQATop-K=32026.04 | 70.46 | 35.73 | 43.07 | 77.78 | |
| EviPropTop-K=32026.06 | 69.79 | 35.24 | 67.37 | 74.33 | |
| MoLoRAGTop-K=32026.04 | 69.58 | 35.27 | 42.3 | 75.6 | |
| MoLoRAG+Top-K=32026.04 | 69.42 | 35.18 | 42.07 | 74.89 | |
| Text Chunk RetrievalTop-K=52026.06 | 68.58 | 21.46 | 61.27 | 65.57 | |
| MDocAgentTop-K=3, Retriever=Colpali2026.04 | 68.14 | 34.45 | 40.91 | 72.92 | |
| M3DocRAGTop-K=32026.04 | 66.98 | 33.53 | 38.79 | 72.51 | |
| Visual RetrievalTop-K=32026.06 | 66.87 | 33.66 | 64.95 | 72.23 | |
| Text-Visual RRFTop-K=32026.06 | 64.86 | 32.74 | 62.51 | 69.38 | |
| MDocAgentTop-K=5, Retriever=ColBert2026.04 | 64.53 | 20.09 | 30.6 | 64.88 | |
| Text Chunk RetrievalTop-K=32026.06 | 61.1 | 30.79 | 57.95 | 64.2 | |
| MDocAgentTop-K=3, Retriever=ColBert2026.04 | 56.7 | 28.35 | 39.84 | 63.44 | |
| MAB-DQATop-K=12026.04 | 50.6 | 69.95 | 69.95 | 69.95 | |
| MoLoRAGTop-K=12026.04 | 49.59 | 67.84 | 67.84 | 67.84 | |
| MoLoRAG+Top-K=12026.04 | 48.7 | 66.9 | 66.9 | 66.9 | |
| EviPropTop-K=12026.06 | 47.43 | 65.55 | 65.55 | 65.55 | |
| MDocAgentTop-K=1, Retriever=Colpali2026.04 | 46.9 | 64.18 | 64.18 | 64.18 | |
| M3DocRAGTop-K=12026.04 | 46.82 | 64.51 | 64.45 | 64.51 | |
| Visual RetrievalTop-K=12026.06 | 46.47 | 64.13 | 64.13 | 64.13 | |
| Text-Visual RRFTop-K=12026.06 | 44.03 | 60.81 | 60.81 | 60.81 | |
| MDocAgentTop-K=1, Retriever=ColBert2026.04 | 40.72 | 56.31 | 56.31 | 56.31 | |
| Text Chunk RetrievalTop-K=12026.06 | 39.53 | 54.91 | 54.91 | 54.91 |