| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Rule drift adaptation | Logistics Domain | P1 Performance Change (pp)83.3 | 15 | |
| First-try Success | Logistics domain (test) | P1 Success Rate95 | 3 | |
| Agentic Workflow Automation | Logistics domain | Overall Success Rate ($P_t$)100 | 3 | |
| Rule persistence after session restart | Logistics domain Experiment 5 (test) | P1 Score (Enc. 1)88.5 | 3 |