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ResearchFormerly WizWand

Open-domain Question Answering on 2WikiMultiHopQA in-domain

62.6F1 ScoreUR2
13.226.02538.8551.675Aug 8, 2025
Updated 6mo ago

Evaluation results

MethodLinks
UR2Backbone=Qwen-2.5-7B, Type=Our Implementations2025.0862.665.2
UR2Model=Qwen-2.5-7B, Type=Our Implementations2025.0862.665.2
R1-Searcher++Backbone=Qwen-2.5-7B, Type=RAG-RL2025.0861.264.4
Vanilla RLBackbone=Qwen-2.5-7B, Type=Our Implementations2025.0861.262.4
Vanilla RLBackbone=LLaMA-3.1-8B, Type=Our Implementations2025.0861.264.2
R1-Searcher++Model=Qwen-2.5-7B, Type=RAG-RL2025.0861.264.4
Vanilla RLModel=Qwen-2.5-7B, Type=Our Implementations2025.0861.262.4
Vanilla RLModel=LLaMA-3.1-8B, Type=Our Implementations2025.0861.264.2
Search-R1Backbone=Qwen-2.5-7B, Type=RAG-RL2025.086163.8
Search-R1Model=Qwen-2.5-7B, Type=RAG-RL2025.086163.8
UR2Backbone=LLaMA-3.1-8B, Type=Our Implementations2025.0860.163.2
UR2Model=LLaMA-3.1-8B, Type=Our Implementations2025.0860.163.2
R1-SearcherBackbone=LLaMA-3.1-8B, Type=RAG-RL2025.0859.662.2
R1-SearcherModel=LLaMA-3.1-8B, Type=RAG-RL2025.0859.662.2
R1-SearcherBackbone=Qwen-2.5-7B, Type=RAG-RL2025.0857.963.6
R1-SearcherModel=Qwen-2.5-7B, Type=RAG-RL2025.0857.963.6
UR2Backbone=Qwen-2.5-3B, Type=Our Implementations2025.0855.258.6
UR2Model=Qwen-2.5-3B, Type=Our Implementations2025.0855.258.6
Vanilla RLBackbone=Qwen-2.5-3B, Type=Our Implementations2025.0854.958
Vanilla RLModel=Qwen-2.5-3B, Type=Our Implementations2025.0854.958
Self-AskBackbone=GPT-4.1-mini, Type=Advanced RAG2025.0852.757.4
Search-R1Backbone=Qwen-2.5-3B, Type=RAG-RL2025.0849.553.4
Search-R1Model=Qwen-2.5-3B, Type=RAG-RL2025.0849.553.4
CoTBackbone=GPT-4.1-mini, Type=Vanilla Methods2025.0848.660.8
Search-o1Model=GPT-4o-mini, Type=Advanced RAG2025.0847.352
RATBackbone=GPT-4.1-mini, Type=Advanced RAG2025.0845.749
Search-o1Model=Qwen-2.5-7B, Type=Advanced RAG2025.0845.248.6
Search-o1Backbone=GPT-4.1-mini, Type=Advanced RAG2025.0844.460.6
Standard RAGModel=GPT-4o-mini, Type=Vanilla Methods2025.084345.8
Standard RAGBackbone=GPT-4.1-mini, Type=Vanilla Methods2025.0841.352.4
ZeroSearchBackbone=Qwen-2.5-7B, Type=RAG-RL2025.0838.438.6
ZeroSearchModel=Qwen-2.5-7B, Type=RAG-RL2025.0838.438.6
Search-o1Model=LLaMA-3.1-8B, Type=Advanced RAG2025.0837.538.4
Self-AskModel=GPT-4o-mini, Type=Advanced RAG2025.0836.940
CoTModel=GPT-4o-mini, Type=Vanilla Methods2025.083535.4
RATModel=GPT-4o-mini, Type=Advanced RAG2025.0834.134.8
Standard RAGBackbone=Qwen-2.5-7B, Type=Vanilla Methods2025.0832.837.6
Standard RAGModel=Qwen-2.5-7B, Type=Vanilla Methods2025.0832.837.6
Search-o1Model=Qwen-2.5-3B, Type=Advanced RAG2025.0830.831.8
Standard RAGBackbone=Qwen-2.5-3B, Type=Vanilla Methods2025.0829.830.4
Standard RAGModel=Qwen-2.5-3B, Type=Vanilla Methods2025.0829.830.4
Self-AskModel=LLaMA-3.1-8B, Type=Advanced RAG2025.0827.329.8
Standard RAGBackbone=LLaMA-3.1-8B, Type=Vanilla Methods2025.0826.226.4
Standard RAGModel=LLaMA-3.1-8B, Type=Vanilla Methods2025.0826.226.4
Zero-SearchBackbone=Qwen-2.5-3B, Type=RAG-RL2025.0826.127.6
Zero-SearchModel=Qwen-2.5-3B, Type=RAG-RL2025.0826.127.6
CoTBackbone=Qwen-2.5-7B, Type=Vanilla Methods2025.0825.127.6
CoTModel=Qwen-2.5-7B, Type=Vanilla Methods2025.0825.127.6
RATModel=Qwen-2.5-7B, Type=Advanced RAG2025.0823.323.6
CoTBackbone=Qwen-2.5-3B, Type=Vanilla Methods2025.0822.722.6
CoTModel=Qwen-2.5-3B, Type=Vanilla Methods2025.0822.722.6
Self-AskModel=Qwen-2.5-7B, Type=Advanced RAG2025.0822.245.4
Self-AskModel=Qwen-2.5-3B, Type=Advanced RAG2025.082128.8
CoTBackbone=LLaMA-3.1-8B, Type=Vanilla Methods2025.0816.417.8
CoTModel=LLaMA-3.1-8B, Type=Vanilla Methods2025.0816.417.8
RATModel=LLaMA-3.1-8B, Type=Advanced RAG2025.0816.415.6
RATModel=Qwen-2.5-3B, Type=Advanced RAG2025.0815.115.4