Retrieval on MMLongBench
75.86RecallMAB-DQA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MAB-DQATop-K=52026.04 | 75.86 | 24.13 | 32.14 | 73.85 | |
| MDocAgentTop-K=5, Retriever=Colpali2026.04 | 73.07 | 23.07 | 30.25 | 69.04 | |
| M3DocRAGTop-K=52026.04 | 72.43 | 22.67 | 30.06 | 66.92 | |
| MoLoRAGTop-K=52026.04 | 71.42 | 21.96 | 30.13 | 71.27 | |
| MoLoRAG+Top-K=52026.04 | 70.32 | 21.42 | 29.99 | 71.58 | |
| MAB-DQATop-K=32026.04 | 69.53 | 34.32 | 41.05 | 72.94 | |
| MoLoRAGTop-K=32026.04 | 67.4 | 33.18 | 39.7 | 70.66 | |
| MoLoRAG+Top-K=32026.04 | 66.95 | 33.1 | 39.97 | 71.02 | |
| MDocAgentTop-K=3, Retriever=Colpali2026.04 | 65.9 | 32.47 | 38.42 | 67.73 | |
| M3DocRAGTop-K=32026.04 | 64.69 | 32.74 | 38.04 | 65.47 | |
| MDocAgentTop-K=5, Retriever=ColBert2026.04 | 53.15 | 16.06 | 26.43 | 49.27 | |
| MAB-DQATop-K=12026.04 | 50.97 | 66.35 | 66.35 | 66.35 | |
| MoLoRAG+Top-K=12026.04 | 50.3 | 64.82 | 64.82 | 64.82 | |
| MoLoRAGTop-K=12026.04 | 48.93 | 64.11 | 64.11 | 64.11 | |
| MDocAgentTop-K=1, Retriever=Colpali2026.04 | 46.61 | 59.86 | 59.86 | 59.86 | |
| MDocAgentTop-K=3, Retriever=ColBert2026.04 | 45.7 | 21.92 | 30.84 | 47.64 | |
| M3DocRAGTop-K=12026.04 | 45.31 | 56.8 | 56.8 | 56.8 | |
| MDocAgentTop-K=1, Retriever=ColBert2026.04 | 30.65 | 40.5 | 40.5 | 40.5 |