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ResearchFormerly WizWand

Multi-hop Question Answering on HotpotQA (Performance Score)

78.2Performance ScoreGuarantRAG
47.5255.48563.4571.415Apr 9, 2026
Updated 6mo ago

Evaluation results

MethodLinks
GuarantRAGBase Model=Qwen3-14B, Thinking Mode=true2026.0478.2
P-RAGBase Model=Qwen3-14B, Thinking Mode=true2026.0474.9
SOLARBase Model=Qwen3-14B, Thinking Mode=true2026.0472.5
o12026.0472.3
DRAGINBase Model=Qwen3-14B, Thinking Mode=true2026.0472.1
FLAREBase Model=Qwen3-14B, Thinking Mode=true2026.0471.7
GuarantRAGBase Model=Qwen3-14B, Thinking Mode=false2026.0471.6
GPT-4o2026.0470.9
RQ-RAGBase Model=Qwen3-14B, Thinking Mode=true2026.0470.8
SelfRAGBase Model=Qwen3-14B, Thinking Mode=true2026.0469.1
GuarantRAGBase Model=Qwen3-8B, Thinking Mode=false2026.0468.9
P-RAGBase Model=Qwen3-14B, Thinking Mode=false2026.0468.1
DA-RAGBase Model=Qwen3-14B, Thinking Mode=true2026.0467.3
SOLARBase Model=Qwen3-14B, Thinking Mode=false2026.0466
DRAGINBase Model=Qwen3-14B, Thinking Mode=false2026.0465.6
FLAREBase Model=Qwen3-14B, Thinking Mode=false2026.0465.1
P-RAGBase Model=Qwen3-8B, Thinking Mode=false2026.0464.7
RQ-RAGBase Model=Qwen3-14B, Thinking Mode=false2026.0464.3
Standard RAGBase Model=Qwen3-14B, Thinking Mode=true2026.0463.4
SOLARBase Model=Qwen3-8B, Thinking Mode=false2026.0463.1
DRAGINBase Model=Qwen3-8B, Thinking Mode=false2026.0462.8
SelfRAGBase Model=Qwen3-14B, Thinking Mode=false2026.0462.5
FLAREBase Model=Qwen3-8B, Thinking Mode=false2026.0462.4
RQ-RAGBase Model=Qwen3-8B, Thinking Mode=false2026.0461.5
DA-RAGBase Model=Qwen3-14B, Thinking Mode=false2026.0460.8
SelfRAGBase Model=Qwen3-8B, Thinking Mode=false2026.0459.2
Qwen3-14B-TBase Model=Qwen3-14B, Thinking Mode=true2026.0458.7
DA-RAGBase Model=Qwen3-8B, Thinking Mode=false2026.0457.9
Standard RAGBase Model=Qwen3-14B, Thinking Mode=false2026.0457.2
Standard RAGBase Model=Qwen3-8B, Thinking Mode=false2026.0454.3
Qwen3-14BBase Model=Qwen3-14B, Thinking Mode=false2026.0451.3
Qwen3-8BBase Model=Qwen3-8B, Thinking Mode=false2026.0448.7