Web Navigation on WebWalker Hard
30Success Rate (SR)ReAct
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ReActLLM Backbone=GPT-4o2026.06 | 30 | 5.61 | |
| ReflexionLLM Backbone=GPT-4o2026.06 | 30 | 5.75 | |
| WebWalkerLLM Backbone=GPT-4o2026.06 | 30 | 6.02 | |
| WebWalkerLLM Backbone=Qwen-Plus2026.06 | 30 | 6.13 | |
| ReActLLM Backbone=Qwen-Plus2026.06 | 28.33 | 4 | |
| WebWalkerLLM Backbone=Qwen-2.5-72B2026.06 | 25.83 | 5.71 | |
| StepGuard (+DDPO+CANR)LLM Backbone=Qwen3B2026.06 | 25.38 | 6.55 | |
| ReflexionLLM Backbone=Qwen-Plus2026.06 | 24.17 | 5.88 | |
| StepGuard (+CANR)LLM Backbone=Qwen3B2026.06 | 23.65 | 6.73 | |
| WebWalkerLLM Backbone=Qwen-2.5-14B2026.06 | 23.33 | 4.42 | |
| WebWalkerLLM Backbone=Qwen-2.5-32B2026.06 | 23.33 | 4.54 | |
| StepGuard (+DDPO)LLM Backbone=Qwen3B2026.06 | 23.17 | 5.71 | |
| ReflexionLLM Backbone=Qwen-2.5-72B2026.06 | 21.67 | 4.25 | |
| ReActLLM Backbone=Qwen-2.5-72B2026.06 | 20 | 3.4 | |
| StepGuard (Baseline)LLM Backbone=Qwen3B2026.06 | 19.67 | 6.1 | |
| ReActLLM Backbone=Qwen-2.5-32B2026.06 | 16.67 | 3.75 | |
| ReActLLM Backbone=Qwen-2.5-14B2026.06 | 15 | 3.61 | |
| ReflexionLLM Backbone=Qwen-2.5-14B2026.06 | 15 | 4.14 | |
| ReflexionLLM Backbone=Qwen-2.5-32B2026.06 | 14.33 | 3.64 | |
| WebWalkerLLM Backbone=Qwen-2.5-7B2026.06 | 12.5 | 5.93 | |
| ReflexionLLM Backbone=Qwen-2.5-7B2026.06 | 11.67 | 4.57 | |
| WebWalkerLLM Backbone=Qwen3B2026.06 | 10 | 6.15 | |
| ReActLLM Backbone=Qwen-2.5-7B2026.06 | 9.17 | 5.45 | |
| ReflexionLLM Backbone=Qwen3B2026.06 | 8.33 | 5.2 | |
| ReActLLM Backbone=Qwen3B2026.06 | 6.67 | 5.88 |