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Tutor Robustness Evaluation on LLM-Generated Attacks

0.06Student Information LeakageSocraticLM
0.05920.06460.070.0754Apr 20, 2026

Evaluation results

MethodLinks
SocraticLMTutor Setting=Base in-context2026.040.064.590.641.98
TutorRL-7BTutor Setting=Base in-context2026.040.074.480.618.39
MathDial-SFTTutor Setting=Base in-context2026.040.085.140.55.54