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ResearchFormerly WizWand

Multi-hop Question Answering on HotpotQA (SubEM, LLM-Acc)

65.7SubEMEHRAG
22.5433.74544.9556.155Apr 19, 2026
Updated 6mo ago

Evaluation results

MethodLinks
EHRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0465.769.3
LinearRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0464.366.5
HippoRAG2Generation Strategy=Retrieval-Augmented-Generation Methods2026.0462.964.3
GFM-RAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0462.765.6
KGPGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0461.560.9
E2GraphRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.046163.9
LightRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0460.359.5
GraphRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0458.659.8
HippoRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.045759.3
RAPTORGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0455.958.3
Vanilla RAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0455.758.6
G-retrieverGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0442.240.6
GPT-4o-miniGeneration Strategy=Direct Zero-shot LLM Inference2026.0438.940.2
GPT-3.5-turboGeneration Strategy=Direct Zero-shot LLM Inference2026.0433.443.2
llama-8BGeneration Strategy=Direct Zero-shot LLM Inference2026.0431.127.3
Qwen3-8BGeneration Strategy=Direct Zero-shot LLM Inference2026.0425.134.7
llama-13BGeneration Strategy=Direct Zero-shot LLM Inference2026.0424.216.8