Multi-hop Question Answering on G-Novel
57.41LLM AccuracyMemGraphRAG
Evaluation Results
| Method | Links | |
|---|---|---|
| MemGraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 57.41 | |
| HippoRAG2Retrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 56.48 | |
| E^2GraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 54.28 | |
| GFM-RAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 53.39 | |
| LinearRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 52.57 | |
| LazyGraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 51.56 | |
| MS-GraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 50.43 | |
| LogicRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 49.84 | |
| KGPRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 49.01 | |
| RetrievalRetrieval Strategy=Vanilla Retrieval-Augmented-Generation, Top-k Retrieval=52026.05 | 48.35 | |
| LightRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 46.09 | |
| RetrievalRetrieval Strategy=Vanilla Retrieval-Augmented-Generation, Top-k Retrieval=32026.05 | 46.06 | |
| G-retrieverRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 45.9 | |
| HippoRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 45.77 | |
| RAPTORRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.05 | 44.24 | |
| RetrievalRetrieval Strategy=Vanilla Retrieval-Augmented-Generation, Top-k Retrieval=12026.05 | 43.94 | |
| GPT-4o-miniRetrieval Strategy=Direct Zero-shot LLM Inference2026.05 | 31.42 | |
| GPT-3.5-TurboRetrieval Strategy=Direct Zero-shot LLM Inference2026.05 | 29.41 | |
| Llama3-13BRetrieval Strategy=Direct Zero-shot LLM Inference2026.05 | 19.3 | |
| Llama3-8BRetrieval Strategy=Direct Zero-shot LLM Inference2026.05 | 15.2 |