Web Agent Navigation on TimeWarp Wiki Environment v1:6
100Success RateHuman
Evaluation results
| Method | Links | |
|---|---|---|
| Human2026.03 | 100 | |
| Qwen-3 4B (TimeWarp-BC)Protocol=TW, Type=Train2026.03 | 31 | |
| Qwen-3 4B ThinkingModality=HTML, Type=Text, Protocol=Zero-shot2026.03 | 27.2 | |
| Qwen-3 4B ThinkingModality=AXT, Type=Text, Protocol=Zero-shot2026.03 | 26.9 | |
| Qwen-3VL 8BModality=HTML, Type=Text, Protocol=Zero-shot2026.03 | 20.8 | |
| Qwen-3 4BModality=AXT, Type=Text, Protocol=Zero-shot2026.03 | 20.3 | |
| Qwen-3VL 8BModality=AXT, Type=Text, Protocol=Zero-shot2026.03 | 19 | |
| Qwen-3 4BModality=HTML, Type=Text, Protocol=Zero-shot2026.03 | 19 | |
| Qwen-3 4B Thinking (TimeWarp-BC)Protocol=TW, Type=Train2026.03 | 16.1 | |
| Gemma-3 12BModality=AXT, Type=Text, Protocol=Zero-shot2026.03 | 15.4 | |
| Gemma-3 12BModality=HTML, Type=Text, Protocol=Zero-shot2026.03 | 14 | |
| Llama-3.1 8B (TimeWarp-BC)Protocol=TW, Type=Train2026.03 | 12.7 | |
| Qwen-3 4BProtocol=BCv6, Type=Train2026.03 | 11.5 | |
| Qwen-3VL 8B ThinkingModality=AXT, Type=Text, Protocol=Zero-shot2026.03 | 11.1 | |
| Qwen-3 4BProtocol=BCv1:6, Type=Train2026.03 | 10.2 | |
| Gemma-3 12BModality=SoM, Type=Vis, Protocol=Zero-shot2026.03 | 9.9 | |
| Qwen-3VL 8B ThinkingModality=HTML, Type=Text, Protocol=Zero-shot2026.03 | 8.8 | |
| Gemma-3 12BModality=SS, Type=Vis, Protocol=Zero-shot2026.03 | 7.1 | |
| Qwen-3VL 8BModality=SoM, Type=Vis, Protocol=Zero-shot2026.03 | 6.8 | |
| Qwen-3 4B ThinkingProtocol=BCv1:6, Type=Train2026.03 | 4.3 | |
| Qwen-3 4B ThinkingProtocol=BCv6, Type=Train2026.03 | 4.1 | |
| Llama-3.1 8BModality=AXT, Type=Text, Protocol=Zero-shot2026.03 | 2.3 | |
| Qwen-3VL 8B ThinkingModality=SoM, Type=Vis, Protocol=Zero-shot2026.03 | 1.4 | |
| Qwen-3VL 8BModality=SS, Type=Vis, Protocol=Zero-shot2026.03 | 0.7 | |
| Llama-3.1 8BProtocol=BCv6, Type=Train2026.03 | 0.5 | |
| Qwen-3VL 8B ThinkingModality=SS, Type=Vis, Protocol=Zero-shot2026.03 | 0 | |
| Llama-3.1 8BModality=HTML, Type=Text, Protocol=Zero-shot2026.03 | 0 | |
| Llama-3.1 8BProtocol=BCv1:6, Type=Train2026.03 | 0 |