Question Answering on MuSiQue (Contain-Acc, LLM-Acc)
33.9Containment AccuracyHippoRAG2
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HippoRAG2Method Category=Graph-based RAG Methods2026.05 | 33.9 | 37.6 | |
| MemGraphRAGMethod Category=Graph-based RAG Methods2026.05 | 33.7 | 39.5 | |
| HippoRAGMethod Category=Graph-based RAG Methods2026.05 | 31.8 | 28.4 | |
| Vanilla RAG (Top-3)Method Category=Non-structure Methods, Top-k Retrieval=32026.05 | 29.5 | 31.7 | |
| Vanilla RAG (Top-5)Method Category=Non-structure Methods, Top-k Retrieval=52026.05 | 28.2 | 32.3 | |
| LightRAGMethod Category=Graph-based RAG Methods2026.05 | 28 | 27.7 | |
| RAPTORMethod Category=Graph-based RAG Methods2026.05 | 26.5 | 32.1 | |
| KGPMethod Category=Graph-based RAG Methods2026.05 | 24.8 | 30.2 | |
| E2GraphRAGMethod Category=Graph-based RAG Methods2026.05 | 24.2 | 27.4 | |
| LazyGraphRAGMethod Category=Graph-based RAG Methods2026.05 | 23.1 | 27.7 | |
| Vanilla RAG (Top-1)Method Category=Non-structure Methods, Top-k Retrieval=12026.05 | 22.2 | 23.1 | |
| G-retrieverMethod Category=Graph-based RAG Methods2026.05 | 18.9 | 19.8 | |
| MS-GraphRAGMethod Category=Graph-based RAG Methods2026.05 | 17.6 | 22.2 | |
| llama-70B-instructMethod Category=Non-structure Methods2026.05 | 14.4 | 16.5 |