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Tutor Robustness Evaluation on LLM-Generated Attacks
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0.06
Student Information Leakage
SocraticLM
0.0592
0.0646
0.07
0.0754
Apr 20, 2026
Student Information Leakage
Student Turns
Tutor Information Leakage
Tutor Turns
Updated 1mo ago
Evaluation Results
Method
Method
Links
Student Information Leakage
Student Turns
Tutor Information Leakage
Tutor Turns
SocraticLM
Tutor Setting=Base in-...
2026.04
0.06
4.59
0.64
1.98
TutorRL-7B
Tutor Setting=Base in-...
2026.04
0.07
4.48
0.61
8.39
MathDial-SFT
Tutor Setting=Base in-...
2026.04
0.08
5.14
0.5
5.54
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