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Adversarial Tutor Leakage on HumanEval (test)

17.3Leak Rate

Manually Defined Prompts

Updated 1mo ago

Evaluation Results

Method	Links
Manually Defined Prompts 2026.04		17.3	6.347
Multi-Agent Student 2026.04		18.9	10.806
Base Student Adv. Agent 2026.04		24.4	12.175
Student w/ Reasoning 2026.04		24.4	10.6
Finetuned Adv. Agent 2026.04		40.9	6.866
Manually Defined Prompts 2026.04		74.6	3.85
Base Student Adv. Agent 2026.04		76.2	4.952
Student w/ Reasoning 2026.04		78	4.039
Multi-Agent Student 2026.04		78	4.516
Finetuned Adv. Agent 2026.04		87.8	3.062