Efficiency Analysis of Search Agents on Search-augmented tasks
0.77Avg Search StepsNaive Shaping
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Naive ShapingBase Model=Qwen2.5-3B-Instruct2025.12 | 0.77 | 198.4 | 0.059 | |
| IKEABase Model=Qwen2.5-3B-Instruct2025.12 | 0.88 | 228.6 | 0.066 | |
| Awareness ShapingBase Model=Qwen2.5-3B-Instruct2025.12 | 1 | 259 | 0.074 | |
| ADASEARCHBase Model=Qwen2.5-3B-Instruct2025.12 | 1.08 | 279.2 | 0.089 | |
| Search-R1Base Model=Qwen2.5-3B-Instruct2025.12 | 1.64 | 424.3 | 0.111 |