Global Multimodal Question Answering on DLCV
88.8Comprehensiveness ScoreMegaRAG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MegaRAGComparison Baseline=GraphRAG2025.11 | 88.8 | 92.8 | 95.2 | 92.8 | |
| MegaRAGComparison Baseline=LightRAG2025.11 | 78.4 | 90.4 | 74.4 | 84.8 | |
| MegaRAGComparison Baseline=NaiveRAG2025.11 | 67.2 | 84.8 | 66.4 | 75.2 | |
| MegaRAGComparison Baseline=GME2025.11 | 49.6 | 59.2 | 49.6 | 57.6 | |
| MegaRAGComparison Baseline=ColQwen2025.11 | 39.5 | 57.3 | 62.9 | 50.8 | |
| MegaRAGComparison Baseline=VisRAG2025.11 | 35.2 | 52 | 69.6 | 53.6 | |
| GMEComparison Baseline=MegaRAG2025.11 | 6.4 | 19.2 | 23.2 | 14.4 | |
| ColQwenComparison Baseline=MegaRAG2025.11 | 2.4 | 29 | 14.5 | 6.5 | |
| NaiveRAGComparison Baseline=MegaRAG2025.11 | 2.4 | 6.4 | 11.2 | 4.8 | |
| VisRAGComparison Baseline=MegaRAG2025.11 | 0.8 | 26.4 | 12 | 8 | |
| GraphRAGComparison Baseline=MegaRAG2025.11 | 0 | 3.2 | 1.6 | 0 | |
| LightRAGComparison Baseline=MegaRAG2025.11 | 0 | 3.2 | 11.2 | 0.8 |