Knowledge-Intensive Reasoning on HQA
87Average ScoreAutoTraj
Evaluation Results
| Method | Links | |
|---|---|---|
| AutoTrajCategory=SFT-RL TIR Methods2026.01 | 87 | |
| Qwen2.5-7B-InstructFramework=Multi-Dimensional Trajectory Evaluation2026.01 | 85 | |
| AutoTIRCategory=RL-only TIR Methods2026.01 | 85 | |
| R1-SearcherCategory=RL-only TIR Methods2026.01 | 83 | |
| ReSearchCategory=RL-only TIR Methods2026.01 | 82 | |
| Tool-Star-SFTCategory=SFT-only TIR Methods2026.01 | 77 | |
| Vanilla SFT-RL TIRCategory=SFT-RL TIR Methods2026.01 | 75 | |
| Tool-StarCategory=SFT-RL TIR Methods2026.01 | 74 | |
| ToRLCategory=RL-only TIR Methods2026.01 | 72 | |
| AutoTIRBackbone=Qwen2.5-7B, Training Paradigm=RL-only2026.01 | 30.5 | |
| ReSearchBackbone=Qwen2.5-7B, Training Paradigm=RL-only2026.01 | 28.5 | |
| AutoTrajBackbone=Qwen2.5-7B, Training Paradigm=SFT–RL TIR, SFT Trajectory Count=13K2026.01 | 28.5 | |
| Vanilla SFT-RL TIRBackbone=Qwen2.5-7B, Training Paradigm=SFT–RL TIR2026.01 | 28 | |
| Tool-StarBackbone=Qwen2.5-7B, Training Paradigm=SFT–RL TIR, SFT Trajectory Count=54K2026.01 | 27 | |
| Tool-Star-SFTBackbone=Qwen2.5-7B, Training Paradigm=SFT-only, SFT Trajectory Count=54K2026.01 | 26.5 | |
| Qwen2.5-7B-InstructBackbone=Qwen2.5-7B, Training Paradigm=Instruct2026.01 | 24.5 | |
| R1-SearcherBackbone=Qwen2.5-7B, Training Paradigm=RL-only2026.01 | 19.5 | |
| ToRLBackbone=Qwen2.5-7B, Training Paradigm=RL-only2026.01 | 6.5 |