Tutor Robustness Evaluation on LLM-Generated Attacks
0.06Student Information LeakageSocraticLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SocraticLMTutor Setting=Base in-context2026.04 | 0.06 | 4.59 | 0.64 | 1.98 | |
| TutorRL-7BTutor Setting=Base in-context2026.04 | 0.07 | 4.48 | 0.61 | 8.39 | |
| MathDial-SFTTutor Setting=Base in-context2026.04 | 0.08 | 5.14 | 0.5 | 5.54 |