Document-level retrieval on FRAMES (test)
73.3RecallHiKEY
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HiKEYCategory=Multimodal GraphRAG2026.05 | 73.3 | 94.2 | 97.9 | 46.2 | |
| MultiDocFusionCategory=Text chunk-based RAG2026.05 | 66.2 | 93 | 97.2 | 34.8 | |
| HopRAGCategory=Text-based GraphRAG2026.05 | 65.8 | 92.2 | 96.8 | 34.2 | |
| PageCategory=Text chunk-based RAG2026.05 | 65.4 | 91.9 | 97.1 | 34.4 | |
| Length chunkingCategory=Text chunk-based RAG2026.05 | 65.3 | 92.8 | 96.9 | 33.8 | |
| Meta ChunkerCategory=Text chunk-based RAG2026.05 | 64.9 | 92.4 | 96.8 | 33.3 | |
| RAPTORCategory=Text-based GraphRAG2026.05 | 64.9 | 92 | 96.6 | 33.3 | |
| LumberChunkerCategory=Text chunk-based RAG2026.05 | 64.8 | 92.4 | 96.8 | 33.2 | |
| Structural chunkingCategory=Text chunk-based RAG2026.05 | 64 | 92.1 | 96.6 | 32.4 | |
| SimpleDocCategory=Multimodal GraphRAG2026.05 | 60.6 | 85.4 | 93.2 | 28.4 | |
| VDocRAGCategory=Page-level multimodal RAG2026.05 | 58.5 | 84.2 | 92.5 | 26.5 | |
| MoLoRAGCategory=Multimodal GraphRAG2026.05 | 57.4 | 83.5 | 92.1 | 25.5 | |
| M3DocRAGCategory=Page-level multimodal RAG2026.05 | 56.8 | 83.2 | 91.9 | 25 |