Document-level retrieval on M3DocVQA (test)
84.9RecallHiKEY
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HiKEYCategory=Multimodal GraphRAG2026.05 | 84.9 | 91.8 | 96.1 | 73.6 | |
| MultiDocFusionCategory=Text chunk-based RAG2026.05 | 83 | 91.5 | 95.4 | 70.5 | |
| HopRAGCategory=Text-based GraphRAG2026.05 | 82.3 | 91.1 | 95.2 | 69.3 | |
| Length chunkingCategory=Text chunk-based RAG2026.05 | 82 | 90.6 | 95 | 69.1 | |
| RAPTORCategory=Text-based GraphRAG2026.05 | 81.8 | 90.9 | 95 | 68.4 | |
| LumberChunkerCategory=Text chunk-based RAG2026.05 | 81.5 | 90.9 | 95.1 | 68.1 | |
| Meta ChunkerCategory=Text chunk-based RAG2026.05 | 81.2 | 90.8 | 95 | 67.7 | |
| PageCategory=Text chunk-based RAG2026.05 | 80.6 | 91.3 | 95 | 66.4 | |
| Structural chunkingCategory=Text chunk-based RAG2026.05 | 80.6 | 90.5 | 94.8 | 66.9 | |
| SimpleDocCategory=Multimodal GraphRAG2026.05 | 77.3 | 83.5 | 91.1 | 63.6 | |
| VDocRAGCategory=Page-level multimodal RAG2026.05 | 77.1 | 83.3 | 90.9 | 63.2 | |
| MoLoRAGCategory=Multimodal GraphRAG2026.05 | 76 | 82.4 | 90.2 | 62 | |
| M3DocRAGCategory=Page-level multimodal RAG2026.05 | 75.6 | 81.8 | 89.9 | 61.4 |