Multi-hop Question Answering on G-Medical
68.4LLM AccuracyMemGraphRAG
Evaluation Results
| Method | Links | |
|---|---|---|
| MemGraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 68.4 | |
| LinearRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 65.7 | |
| HippoRAG2Retrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 64.85 | |
| RetrievalRetrieval Strategy=Vanilla Retrieval-Augmented-Generation, Top-k Retrieval=52026.05 | 61.07 | |
| E^2GraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 60.24 | |
| GFM-RAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 58.19 | |
| RAPTORRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 57.88 | |
| HippoRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 57.06 | |
| LogicRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 56.75 | |
| LazyGraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 56.63 | |
| LightRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 56.42 | |
| KGPRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 56.29 | |
| MS-GraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 55.67 | |
| RetrievalRetrieval Strategy=Vanilla Retrieval-Augmented-Generation, Top-k Retrieval=32026.05 | 55.16 | |
| G-retrieverRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 52.4 | |
| RetrievalRetrieval Strategy=Vanilla Retrieval-Augmented-Generation, Top-k Retrieval=12026.05 | 50.9 | |
| GPT-3.5-TurboRetrieval Strategy=Direct Zero-shot LLM Inference2026.05 | 45.82 | |
| GPT-4o-miniRetrieval Strategy=Direct Zero-shot LLM Inference2026.05 | 42.13 | |
| Llama3-13BRetrieval Strategy=Direct Zero-shot LLM Inference2026.05 | 28.28 | |
| Llama3-8BRetrieval Strategy=Direct Zero-shot LLM Inference2026.05 | 26.43 |