Question Answering on HotpotQA (Contain-Acc, LLM-Acc)
65.6Containment AccuracyMemGraphRAG
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MemGraphRAGMethod Category=Graph-based RAG Methods2026.05 | 65.6 | 69.4 | |
| HippoRAG2Method Category=Graph-based RAG Methods2026.05 | 64.9 | 67.3 | |
| LightRAGMethod Category=Graph-based RAG Methods2026.05 | 64.3 | 63.1 | |
| KGPMethod Category=Graph-based RAG Methods2026.05 | 63.2 | 62.1 | |
| E2GraphRAGMethod Category=Graph-based RAG Methods2026.05 | 61.5 | 65.7 | |
| HippoRAGMethod Category=Graph-based RAG Methods2026.05 | 59.5 | 64 | |
| RAPTORMethod Category=Graph-based RAG Methods2026.05 | 57.1 | 59.7 | |
| Vanilla RAG (Top-5)Method Category=Non-structure Methods, Top-k Retrieval=52026.05 | 56 | 58.1 | |
| Vanilla RAG (Top-3)Method Category=Non-structure Methods, Top-k Retrieval=32026.05 | 54.5 | 55.1 | |
| LazyGraphRAGMethod Category=Graph-based RAG Methods2026.05 | 50.8 | 41.4 | |
| MS-GraphRAGMethod Category=Graph-based RAG Methods2026.05 | 49.9 | 42.7 | |
| Vanilla RAG (Top-1)Method Category=Non-structure Methods, Top-k Retrieval=12026.05 | 48.4 | 51.7 | |
| G-retrieverMethod Category=Graph-based RAG Methods2026.05 | 44.7 | 43.7 | |
| llama-70B-instructMethod Category=Non-structure Methods, Backbone=llama-70B2026.05 | 38.2 | 40.5 |