Document-level Visual Question Answering on DLVQA (test)
83.93FaithfulnessGME
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GMERAG Category=Embedding RAG2026.06 | 83.93 | 28.33 | 56.33 | 56.2 | |
| KG4VDRAG Category=Multimodal Graph-based RAG2026.06 | 82.43 | 42.45 | 56.01 | 60.3 | |
| ColQwenRAG Category=Embedding RAG2026.06 | 82.26 | 28.05 | 56.27 | 55.69 | |
| VisRAGRAG Category=Embedding RAG2026.06 | 78.38 | 27.89 | 51.32 | 52.53 | |
| NaiveRAGRAG Category=Embedding RAG2026.06 | 76.76 | 23.1 | 53.37 | 51.08 | |
| HippoRAG2RAG Category=Text-Only Graph-based RAG2026.06 | 76.6 | 37.84 | 54.01 | 56.15 | |
| MegaRAGRAG Category=Multimodal Graph-based RAG2026.06 | 74.2 | 41.16 | 56.86 | 57.41 | |
| LightRAGRAG Category=Text-Only Graph-based RAG2026.06 | 73.94 | 37.61 | 42.08 | 51.21 | |
| GraphRAGRAG Category=Text-Only Graph-based RAG2026.06 | 72.93 | 36.23 | 44.41 | 51.19 | |
| RAGAnythingRAG Category=Multimodal Graph-based RAG2026.06 | 72.64 | 40.38 | 56.39 | 56.47 | |
| No DocumentsRAG Category=Without Retrieval2026.06 | 55.48 | 19.33 | 48.78 | 41.2 |