Curriculum Optimization on 9-1-1 Call-Taker Training Struggling Learner λ=0.03, ψ=0.35
57.15C@10Agent4Edu
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Agent4EduGroup=LLM-based2026.03 | 57.15 | 71.29 | 80.48 | 47.88 | 81.15 | |
| PACE fullGroup=PACE2026.03 | 55.5 | 77.54 | 86.91 | 44.14 | 88.18 | |
| PACE w/o propGroup=PACE2026.03 | 47.17 | 71.41 | 80.47 | 49.44 | 78.83 | |
| PACE w/o dynGroup=PACE2026.03 | 45.15 | 68.98 | 80.19 | 47.13 | 82.17 | |
| GenMentorGroup=LLM-based2026.03 | 44.14 | 51.68 | 66.17 | — | 65.73 | |
| Deficit-DrivenGroup=Heuristics2026.03 | 37.17 | 35.2 | 36.44 | — | 33.73 | |
| GraphRAGGroup=LLM-based2026.03 | 35.71 | 34.56 | 37.07 | — | 39.6 | |
| Round-RobinGroup=Heuristics2026.03 | 30.41 | 44.27 | 50.1 | — | 53.44 |