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ResearchFormerly WizWand

Multi-hop Question Answering on MuSiQue (EM, Acc, F1)

29.3Exact Match (EM)HippoRAG2 + CROSSAUG
1.1168.43315.7523.067May 20, 2025Jul 21, 2025Sep 21, 2025Nov 22, 2025Jan 23, 2026Mar 26, 2026May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HippoRAG2 + CROSSAUGFramework=HippoRAG2, Setting=CROSSAUG2026.0529.3—41.28
HippoRAG2Framework=HippoRAG2, Setting=Base2026.0527.9—39.95
Mujica-MyGOBackbone=Qwen 2.5-7B, Retriever=bge-large-en-v1.5, Domain Setting=Out-of-domain2025.0526.11—35.92
IRCoT + IndexRAGCall type=Multi-call, kb=32026.0324.626.535
LinearRAGFramework=LinearRAG, Setting=-2026.0524.1—37.23
HippoRAGCall type=Multi-call2026.0323.825.534.7
IterDRAGBackbone=Gemini 1.5, Retriever=Gecko 1B2025.0522.6—35
IndexRAGCall type=Single-call, kb=32026.0322.424.434.4
ReSearchBackbone=Qwen 2.5-7B, Retriever=FlashRAG2025.0522.3——
HippoRAGBackbone=GPT 3.5-turbo, Retriever=ColBERTv22025.0521.9—33.3
LightRAG + CROSSAUGFramework=LightRAG, Setting=CROSSAUG2026.0521.4—29.24
LightRAGFramework=LightRAG, Setting=Base2026.0520.5—28.09
GFM-RAG + CROSSAUGFramework=GFM-RAG, Setting=CROSSAUG2026.0520.4—30.96
GFM-RAGFramework=GFM-RAG, Setting=Base2026.0520.3—30.61
RAPTORCall type=Single-call2026.0319.320.329.7
Naive RAGCall type=Single-call2026.031920.429.9
FastGraphRAGCall type=Single-call2026.0317.518.827.2
Search-o1Backbone=QwQ 32B, Retriever=Bing Web Search2025.0516.6—28.2
Search-R1Backbone=Qwen 2.5-7B, Retriever=E52025.0514.6——
RAFTBackbone=Llama 3.1-8B, Retriever=Dragon-Plus2025.0513.8—24
RAG-StarBackbone=Llama 3.1-8B, Retriever=bge-large-en-v1.52025.0513—22.2
RaFeBackbone=GPT 4o-mini, Retriever=Google Search2025.0511.8—23.8
IRCoTCall type=Multi-call2026.0311.112.319.3
BM25Call type=Single-call2026.039.810.719.2
Iter-RetGenBackbone=Qwen 2.5-7B, Retriever=FlashRAG2025.058.7——
IRCoTBackbone=Qwen 2.5-7B, Retriever=BM252025.057——
RAGBackbone=Qwen 2.5-7B, Retriever=E52025.055.8——
Search-o1Backbone=Qwen 2.5-7B, Retriever=E52025.055.8——
Mujica (few-shot)Backbone=Qwen 2.5-7B, Retriever=bge-large-en-v1.5, Domain Setting=Out-of-domain2025.055.34—17.81
Direct InferenceBackbone=Qwen 2.5-7B, Retriever=-2025.053.1——
CoTBackbone=Qwen 2.5-7B, Retriever=-2025.052.2——