Document Question Answering on MMLongBench
43.8Exact MatchBookRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BookRAGBaseline Type=Our proposed2025.12 | 43.8 | 44.9 | |
| DocETLBaseline Type=Layout segmented RAG2025.12 | 27.5 | 28.6 | |
| RAPTORBaseline Type=Graph-based RAG2025.12 | 21.3 | 21.8 | |
| GraphRankerBaseline Type=Layout segmented RAG2025.12 | 21.2 | 22.7 | |
| BM25Baseline Type=Conventional RAG2025.12 | 18.3 | 20.2 | |
| Layout + VanillaBaseline Type=Conventional RAG2025.12 | 18.1 | 19.8 | |
| Vanilla RAGBaseline Type=Conventional RAG2025.12 | 16.5 | 18 | |
| Tree-TraverseBaseline Type=Layout segmented RAG2025.12 | 12.7 | 14.4 | |
| GraphRAG-LocalBaseline Type=Graph-based RAG2025.12 | 7.7 | 8.5 | |
| MM-VanillaBaseline Type=Layout segmented RAG2025.12 | 6.8 | 8.4 | |
| GraphRAG-GlobalBaseline Type=Graph-based RAG2025.12 | 5.3 | 5.6 |