Multi-Hop Question Answering on 2Wiki (out-of-domain)
47.6AccuracyReSearch-7B-Instruct
Evaluation Results
| Method | Links | |
|---|---|---|
| ReSearch-7B-InstructModel Scale=7B, Model Variant=Instruct2025.10 | 47.6 | |
| ReSearch-7B-BaseModel Scale=7B, Model Variant=Base2025.10 | 44.7 | |
| EM+Info-ThinkFramework=VERITAS-R1, Reward Components=EM+Info-Think2025.10 | 42.3 | |
| EvolveRBackbone=Qwen2.5-7B-Instruct2026.02 | 42 | |
| EM+Think-AnsFramework=VERITAS-R1, Reward Components=EM+Think-Ans2025.10 | 42 | |
| EM+Info-Think+Think-AnsFramework=VERITAS-R1, Reward Components=EM+Info-Think+Think-Ans2025.10 | 41.9 | |
| Search-R1-7B-Base-PPO w/ FormatModel Scale=7B, Training Algorithm=PPO, Input Formatting=Included2025.10 | 41.2 | |
| SKILLRLBackbone=Qwen2.5-7B-Instruct2026.02 | 40.3 | |
| Search-R1Backbone=Qwen2.5-7B-Instruct2026.02 | 40.1 | |
| Search-R1-7B-Base-PPOModel Scale=7B, Training Algorithm=PPO2025.10 | 38.2 | |
| DeSA-7B-Instrct-GRPOModel Scale=7B, Training Algorithm=GRPO2025.10 | 37.4 | |
| StepSearchBackbone=Qwen2.5-7B-Instruct2026.02 | 36.6 | |
| DeSA-3B-Instruct-GRPOModel Scale=3B, Training Algorithm=GRPO2025.10 | 36.3 | |
| ZeroSearchBackbone=Qwen2.5-7B-Instruct2026.02 | 35.2 | |
| Rejection SamplingReasoning Strategy=Rejection Sampling2025.10 | 29.6 | |
| R1-instructModel Variant=Instruct2025.10 | 29.2 | |
| R1-InstructBackbone=Qwen2.5-7B-Instruct2026.02 | 27.5 | |
| R1-baseModel Variant=Base2025.10 | 27.3 | |
| Search-o1Backbone=Qwen2.5-7B-Instruct2026.02 | 27 | |
| SFTTraining Algorithm=Supervised Fine-Tuning2025.10 | 25.9 | |
| Direct InferenceReasoning Strategy=Direct Inference2025.10 | 25 | |
| RAGReasoning Strategy=Retrieval-Augmented Generation2025.10 | 23.5 | |
| RAGBackbone=Qwen2.5-7B-Instruct2026.02 | 23.2 | |
| CoTBackbone=Qwen2.5-7B-Instruct2026.02 | 22.6 | |
| Qwen2.5Backbone=Qwen2.5-7B-Instruct2026.02 | 22.2 | |
| Search-o1Reasoning Strategy=Search-o12025.10 | 17.6 | |
| IRCoTReasoning Strategy=Iterative Retrieval Chain-of-Thought2025.10 | 14.9 | |
| CoTReasoning Strategy=Chain-of-Thought2025.10 | 11.1 |