Curriculum Optimization on 9-1-1 Call-Taker Fast Learner λ=0.12, ψ=0.15 (train)
72.93C@10PACE w/o dyn
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PACE w/o dynGroup=PACE2026.03 | 72.93 | 88.71 | 92 | 34.55 | 91.13 | |
| PACE fullGroup=PACE2026.03 | 72.19 | 92.71 | 95.27 | 22.19 | 96.05 | |
| Agent4EduGroup=LLM-based2026.03 | 68.14 | 82.06 | 88.18 | 27.58 | 90.47 | |
| PACE w/o propGroup=PACE2026.03 | 66.74 | 81.43 | 84.73 | 46.13 | 86.95 | |
| GenMentorGroup=LLM-based2026.03 | 65.67 | 79.41 | 84.15 | 29.4 | 86.87 | |
| GraphRAGGroup=LLM-based2026.03 | 59.56 | 60.5 | 61.44 | — | 60.22 | |
| Deficit-DrivenGroup=Heuristics2026.03 | 57.4 | 55.22 | 56.67 | — | 59.46 | |
| Round-RobinGroup=Heuristics2026.03 | 42.24 | 53.43 | 66.11 | — | 63.14 |