| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Web navigation and task completion | WebArena (test) | Average Task Completion15.45 | 137 | |
| Web navigation | WebArena | Overall Success Rate52.6 | 48 | |
| GUI Agent Planning and Execution | WebArena | Success Rate (Gitlab)70 | 32 | |
| Web Navigation | WebArena Lite | Reddit SR73.7 | 16 | |
| Web Agent Task Success | WebArena Overall 684 tasks | Task Success Rate (SR)56.3 | 15 | |
| Web Agent Task Success | WebArena Multi 29 tasks | Task Success Rate (SR)20.7 | 15 | |
| Web Agent Task Success | WebArena Reddit 106 tasks | Success Rate (SR)83 | 15 | |
| Web Agent Task Success | WebArena Gitlab 180 tasks | Task Success Rate (SR)46.7 | 15 | |
| Web Agent Task Success | WebArena 182 tasks (Admin) | Success Rate (SR)58.2 | 15 | |
| Web Agent Task Success | WebArena Shopping 187 tasks | Task Success Rate54 | 15 | |
| Reward Modeling | WebArena | Pairwise Accuracy88.43 | 13 | |
| Web Agent Task Success | WebArena | Task Success Rate (TSR)27.8 | 12 | |
| Web Agent Navigation | WebArena (test) | Success Rate53.8 | 10 | |
| Web navigation | WebArena Lite In-distribution | Avg Score (GitLab)60 | 9 | |
| Web Agent | WebArena-Lite OOD | Average Score (Reddit)0.18 | 9 | |
| Web Agent Navigation | WebArena Lite | Success Rate47.9 | 9 | |
| Web Agent Navigation | WebArena | Success Rate27.8 | 8 | |
| Human Correlation | WebArena | Pearson Correlation Coefficient (r)0.79 | 8 | |
| Web Navigation | WebArena self-hosted websites | Reddit SR43.8 | 8 | |
| Trajectory search | WebArena Lite 1.0 (test) | Shopping Success44.44 | 8 | |
| LLM Agent Reasoning | WebArena | Accuracy46.5 | 7 | |
| Autonomous Web Navigation | WebArena 812 tasks | Success Rate71.2 | 7 | |
| Web navigation / Agent interaction | WebArena full 812-task | Success Rate71.6 | 6 | |
| Attack Success Rate (ASR_B) | VisualWebArena Task A pseudo trajectories | Action Rate19.5 | 6 | |
| Web Navigation | WebArena Multi-site | Average Steps10.75 | 6 |