Question Answering on MuSiQue (Exact Match (%))
22.6Exact MatchStepSearch
Evaluation Results
| Method | Links | |
|---|---|---|
| StepSearchBackbone=Qwen2.5-7B-Instruct2026.05 | 22.6 | |
| ReSearchBackbone=Qwen2.5-7B-Instruct2026.05 | 22.3 | |
| PyRAG-RLBackbone=LLaMA-3.1-8B-Instruct2026.05 | 22.1 | |
| PyRAG-RLBackbone=Qwen2.5-7B-Instruct2026.05 | 20.7 | |
| PyRAG-RLBackbone=Qwen3-4B-Instruct2026.05 | 18.6 | |
| ZEROSEARCHBackbone=Qwen2.5-7B-Instruct2026.05 | 18.4 | |
| Search-R1Backbone=Qwen2.5-7B-Instruct2026.05 | 14.6 | |
| RAG-RLBackbone=LLaMA-3.1-8B-Instruct2026.05 | 11.4 | |
| RAG-RLBackbone=Qwen2.5-7B-Instruct2026.05 | 9.6 | |
| RAG-RLBackbone=Qwen3-4B-Instruct2026.05 | 8.8 | |
| RAG-SFTBackbone=LLaMA-3.1-8B-Instruct2026.05 | 8.5 | |
| RAG-SFTBackbone=Qwen2.5-7B-Instruct2026.05 | 6.8 | |
| Vanilla RAGBackbone=LLaMA-3.1-8B-Instruct2026.05 | 6.3 | |
| RAG-SFTBackbone=Qwen3-4B-Instruct2026.05 | 6.2 | |
| Vanilla RAGBackbone=Qwen2.5-7B-Instruct2026.05 | 4.7 | |
| Vanilla RAGBackbone=Qwen3-4B-Instruct2026.05 | 4.3 |