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Multi-hop Question Answering on G-Medical

68.4LLM AccuracyMemGraphRAG
24.751236.083147.41558.7469May 30, 2026

Evaluation results

MethodLinks
MemGraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0568.4
LinearRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0565.7
HippoRAG2Retrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0564.85
RetrievalRetrieval Strategy=Vanilla Retrieval-Augmented-Generation, Top-k Retrieval=52026.0561.07
E^2GraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0560.24
GFM-RAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0558.19
RAPTORRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0557.88
HippoRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0557.06
LogicRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0556.75
LazyGraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0556.63
LightRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0556.42
KGPRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0556.29
MS-GraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0555.67
RetrievalRetrieval Strategy=Vanilla Retrieval-Augmented-Generation, Top-k Retrieval=32026.0555.16
G-retrieverRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0552.4
RetrievalRetrieval Strategy=Vanilla Retrieval-Augmented-Generation, Top-k Retrieval=12026.0550.9
GPT-3.5-TurboRetrieval Strategy=Direct Zero-shot LLM Inference2026.0545.82
GPT-4o-miniRetrieval Strategy=Direct Zero-shot LLM Inference2026.0542.13
Llama3-13BRetrieval Strategy=Direct Zero-shot LLM Inference2026.0528.28
Llama3-8BRetrieval Strategy=Direct Zero-shot LLM Inference2026.0526.43