Question Answering on LongBench v2
43.6AccuracyPageIndex
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PageIndexMethod Category=Long-Context Methods2026.06 | 43.6 | 41.9 | 53 | 4,408 | |
| NaviRAGMethod=NaviRAG2026.04 | 42.72 | — | — | — | |
| Chroma Context-1Method Category=Long-Context Methods2026.06 | 41.8 | 40.1 | 20 | 3,026 | |
| VanillaMethod=Vanilla2026.04 | 40.78 | — | — | — | |
| HippoRAG2Method=HippoRAG22026.04 | 40.78 | — | — | — | |
| A-RAGMethod Category=Long-Context Methods2026.06 | 40.4 | 38.7 | 14 | 2,557 | |
| REFRAGMethod Category=Efficient RAG Methods2026.06 | 39.4 | 37.5 | 7,800 | 720 | |
| GraphRAGMethod=GraphRAG2026.04 | 38.83 | — | — | — | |
| LLMMethod Category=Long-Context Methods2026.06 | 38.8 | 36.9 | 41 | 3,388 | |
| MCompassRAGMethod Category=Ours2026.06 | 35.7 | 35.8 | 4,126 | 174 | |
| LightRAGMethod=LightRAG2026.04 | 34.95 | — | — | — | |
| SAKI-RAGMethod Category=Efficient RAG Methods2026.06 | 34.5 | 32.6 | 5,584 | 925 | |
| ReflectiveRAGMethod Category=Efficient RAG Methods2026.06 | 33.4 | 31.5 | 3,527 | 161 | |
| DF-RAGMethod Category=Efficient RAG Methods2026.06 | 32.3 | 30.2 | 4,843 | 484 | |
| Meta-Chunking-PPLMethod Category=Efficient RAG Methods2026.06 | 31.8 | 29.7 | 2,394 | 95 | |
| RAPTORMethod Category=Efficient RAG Methods2026.06 | 30.4 | 28.3 | 3,183 | 145 | |
| Dense X RetrievalMethod Category=Efficient RAG Methods2026.06 | 28.6 | 26.4 | 2,759 | 112 |