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ResearchFormerly WizWand

Multi-hop Question Answering on G-Novel

57.41LLM AccuracyMemGraphRAG
13.511624.908336.30547.7017May 30, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MemGraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0557.41
HippoRAG2Retrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0556.48
E^2GraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0554.28
GFM-RAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0553.39
LinearRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0552.57
LazyGraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0551.56
MS-GraphRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0550.43
LogicRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0549.84
KGPRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0549.01
RetrievalRetrieval Strategy=Vanilla Retrieval-Augmented-Generation, Top-k Retrieval=52026.0548.35
LightRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0546.09
RetrievalRetrieval Strategy=Vanilla Retrieval-Augmented-Generation, Top-k Retrieval=32026.0546.06
G-retrieverRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0545.9
HippoRAGRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0545.77
RAPTORRetrieval Strategy=Graph-based Retrieval-Augmented-Generation2026.0544.24
RetrievalRetrieval Strategy=Vanilla Retrieval-Augmented-Generation, Top-k Retrieval=12026.0543.94
GPT-4o-miniRetrieval Strategy=Direct Zero-shot LLM Inference2026.0531.42
GPT-3.5-TurboRetrieval Strategy=Direct Zero-shot LLM Inference2026.0529.41
Llama3-13BRetrieval Strategy=Direct Zero-shot LLM Inference2026.0519.3
Llama3-8BRetrieval Strategy=Direct Zero-shot LLM Inference2026.0515.2