Question Answering on 2WikiMultiHopQA (Contain-Acc/LLM-Acc)
69.4Containment AccuracyMemGraphRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MemGraphRAGMethod Category=Graph-based RAG Methods2026.05 | 69.4 | 66.8 | |
| HippoRAGMethod Category=Graph-based RAG Methods2026.05 | 69 | 63.8 | |
| HippoRAG2Method Category=Graph-based RAG Methods2026.05 | 61.9 | 54.4 | |
| E2GraphRAGMethod Category=Graph-based RAG Methods2026.05 | 58.6 | 40.5 | |
| LightRAGMethod Category=Graph-based RAG Methods2026.05 | 55.3 | 40.7 | |
| RAPTORMethod Category=Graph-based RAG Methods2026.05 | 54.7 | 45 | |
| Vanilla RAG (Top-5)Method Category=Non-structure Methods, Top-k Retrieval=52026.05 | 53.2 | 46.7 | |
| G-retrieverMethod Category=Graph-based RAG Methods2026.05 | 50.5 | 30.8 | |
| MS-GraphRAGMethod Category=Graph-based RAG Methods2026.05 | 50 | 39.8 | |
| Vanilla RAG (Top-3)Method Category=Non-structure Methods, Top-k Retrieval=32026.05 | 46.6 | 39.2 | |
| LazyGraphRAGMethod Category=Graph-based RAG Methods2026.05 | 46.6 | 36.8 | |
| Vanilla RAG (Top-1)Method Category=Non-structure Methods, Top-k Retrieval=12026.05 | 40.2 | 34.4 | |
| KGPMethod Category=Graph-based RAG Methods2026.05 | 34.7 | 32.6 | |
| llama-70B-instructMethod Category=Non-structure Methods, Backbone=llama-70B2026.05 | 33.8 | 29.3 |