| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Web navigation | WebArena | Overall Success Rate61.7 | 138 | |
| Web navigation and task completion | WebArena (test) | Average Task Completion15.45 | 137 | |
| Web Agent | WebArena | Success Rate35.8 | 56 | |
| GUI Agent Planning and Execution | WebArena | Success Rate (Gitlab)70 | 32 | |
| Web Navigation | WebArena Lite | Average Success Rate61.8 | 31 | |
| Web Automation | WebArena | Success Rate53.7 | 19 | |
| Web Navigation | WebArena Lite v2 | Average Success Rate28.6 | 19 | |
| Web Agent Navigation | WebArena | Success Rate45.9 | 19 | |
| Web Agent | WebArena Lite | SR21.2 | 18 | |
| Web agent task completion | WebArena (test) | Shopping Success Rate42.9 | 18 | |
| 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 | |
| GUI Task Automation | WebArena Lite v2 | Success Rate45.5 | 14 | |
| Reward Modeling | WebArena | Pairwise Accuracy88.43 | 13 | |
| Web Navigation | WebArena Average | Success Rate50.74 | 12 | |
| Web Agent Task Success | WebArena | Task Success Rate (TSR)27.8 | 12 | |
| Prefix-risk ranking | WebArena (held-out) | AUPRC90 | 11 | |
| Web Agent Navigation | WebArena (test) | Success Rate53.8 | 10 | |
| Composing auto-generated skills | WebArena | Skill Step Percentage57.6 | 9 | |
| Continual-memory deployment | WebArena | Macro-Averaged Success Rate52.3 | 9 | |
| Web Navigation and Task Automation | WebArena Continual-memory deployment | Success Rate (SR)52.3 | 9 |