Multi-hop Question Answering on MuSiQue (out-of-domain) (Exact Match)
22.3Exact MatchReSearch-7B-Instruct
Evaluation results
| Method | Links | |
|---|---|---|
| ReSearch-7B-InstructModel Scale=7B, Model Variant=Instruct2025.10 | 22.3 | |
| ReSearch-7B-BaseModel Scale=7B, Model Variant=Base2025.10 | 21.7 | |
| EM+Info-ThinkFramework=VERITAS-R1, Reward Components=EM+Info-Think2025.10 | 20.6 | |
| DeSA-7B-Instrct-GRPOModel Scale=7B, Training Algorithm=GRPO2025.10 | 19.7 | |
| Search-R1-7B-Base-PPOModel Scale=7B, Training Algorithm=PPO2025.10 | 19.6 | |
| EM+Info-Think+Think-AnsFramework=VERITAS-R1, Reward Components=EM+Info-Think+Think-Ans2025.10 | 19.2 | |
| EM+Think-AnsFramework=VERITAS-R1, Reward Components=EM+Think-Ans2025.10 | 18.9 | |
| Search-R1-7B-Base-PPO w/ FormatModel Scale=7B, Training Algorithm=PPO, Input Formatting=Included2025.10 | 18.7 | |
| DeSA-3B-Instruct-GRPOModel Scale=3B, Training Algorithm=GRPO2025.10 | 13.4 | |
| Rejection SamplingReasoning Strategy=Rejection Sampling2025.10 | 12.3 | |
| R1-baseModel Variant=Base2025.10 | 8.3 | |
| IRCoTReasoning Strategy=Iterative Retrieval Chain-of-Thought2025.10 | 7.2 | |
| R1-instructModel Variant=Instruct2025.10 | 7.2 | |
| SFTTraining Algorithm=Supervised Fine-Tuning2025.10 | 6.6 | |
| Search-o1Reasoning Strategy=Search-o12025.10 | 5.8 | |
| RAGReasoning Strategy=Retrieval-Augmented Generation2025.10 | 5.8 | |
| Direct InferenceReasoning Strategy=Direct Inference2025.10 | 3.1 | |
| CoTReasoning Strategy=Chain-of-Thought2025.10 | 2.2 |