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Papers Benchmarks Datasets Tasks

Tutor Robustness Evaluation research benchmarks · SOTA2 Research

Tutor Robustness Evaluation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Finetuned Adv. Agent

1Student Information Leakage

3

Apr 23, 2026

Multi-Agent Student

11Student Leakage

3

Apr 23, 2026

Student w/ Reasoning

16Student Leakage

3

Apr 23, 2026

Base Student Adv. Agent

18Student Leakage

3

Apr 23, 2026

LLM-Generated Attacks

0.06Student Information Leakage

3

Apr 23, 2026

Manually Defined Prompts

0Student Leakage

3

Apr 23, 2026

Popular datasets

Student Manually Defined Prompts LLM-Generated Attacks Student Adv. Agent Multi-Agent Student

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