Web Task Completion on MiniWoB++ Held-out Goals (test)
70.5Success RateClaude-3.5-Sonnet
Evaluation Results
| Method | Links | |
|---|---|---|
| Claude-3.5-SonnetBackbone Model=Claude-3.5-Sonnet, Training Protocol=Instruct, Model Role=Baseline2025.07 | 70.5 | |
| o1-MiniBackbone Model=o1-Mini, Training Protocol=Instruct, Model Role=Baseline2025.07 | 69.7 | |
| Llama-3.1-8B SFT+RL (Ours)Backbone Model=Llama-3.1-8B, Training Protocol=SFT+RL, Model Role=Agent2025.07 | 67.2 | |
| Llama-3.1-405B-InstructBackbone Model=Llama-3.1-405B, Training Protocol=Instruct, Model Role=Baseline2025.07 | 65.9 | |
| GPT-4oBackbone Model=GPT-4o, Training Protocol=Instruct, Model Role=Baseline2025.07 | 65.7 | |
| Qwen-2.5-7B SFT+RL (Ours)Backbone Model=Qwen-2.5-7B, Training Protocol=SFT+RL, Model Role=Agent2025.07 | 65 | |
| Llama-3.3-70B Instruct (Teacher)Backbone Model=Llama-3.3-70B, Training Protocol=Instruct, Model Role=Teacher2025.07 | 63.2 | |
| Qwen-2.5-72B Instruct (Teacher)Backbone Model=Qwen-2.5-72B, Training Protocol=Instruct, Model Role=Teacher2025.07 | 61 | |
| Llama-3.1-70B-InstructBackbone Model=Llama-3.1-70B, Training Protocol=Instruct, Model Role=Baseline2025.07 | 57 | |
| Qwen-2.5-7B SFT (Ours)Backbone Model=Qwen-2.5-7B, Training Protocol=SFT, Model Role=Agent2025.07 | 57 | |
| GPT-4o-MiniBackbone Model=GPT-4o-Mini, Training Protocol=Instruct, Model Role=Baseline2025.07 | 56.2 | |
| Llama-3.1-8B SFT (Ours)Backbone Model=Llama-3.1-8B, Training Protocol=SFT, Model Role=Agent2025.07 | 55.2 | |
| Qwen-2.5-7B RL (Ours)Backbone Model=Qwen-2.5-7B, Training Protocol=RL, Model Role=Agent2025.07 | 52.5 | |
| Llama-3.1-8B RL (Ours)Backbone Model=Llama-3.1-8B, Training Protocol=RL, Model Role=Agent2025.07 | 43.5 | |
| Qwen-2.5-7B Instruct (Student)Backbone Model=Qwen-2.5-7B, Training Protocol=Instruct, Model Role=Student2025.07 | 32.8 | |
| Llama-3.1-8B Instruct (Student)Backbone Model=Llama-3.1-8B, Training Protocol=Instruct, Model Role=Student2025.07 | 29.5 |