Curriculum Optimization on 9-1-1 Call-Taker Training Moderate Learner λ=0.07, ψ=0.25
67.55C@10 ScorePACE full
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PACE fullGroup=PACE2026.03 | 67.55 | 77.54 | 91.51 | 34.1 | 90.11 | |
| GenMentorGroup=LLM-based2026.03 | 66.14 | 73.34 | 75.44 | — | 78.12 | |
| Agent4EduGroup=LLM-based2026.03 | 62.41 | 72.59 | 84.57 | 48.1 | 86.17 | |
| PACE w/o dynGroup=PACE2026.03 | 60.15 | 70.13 | 84.1 | 46.1 | 85.03 | |
| PACE w/o propGroup=PACE2026.03 | 59.47 | 70.25 | 83.46 | 49.15 | 84.71 | |
| GraphRAGGroup=LLM-based2026.03 | 51.43 | 48.91 | 50.46 | — | 49.84 | |
| Deficit-DrivenGroup=Heuristics2026.03 | 49.5 | 50.11 | 48 | — | 45.47 | |
| Round-RobinGroup=Heuristics2026.03 | 34.19 | 47.21 | 55.15 | — | 51.43 |