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Automated Probing on MBPP

0.38Error Rate (%)PAIR
0.35920.49960.640.7804Feb 13, 2026

Evaluation results

MethodLinks
PAIRGenerator Model=GPT-5.2, Target Model=Llama-3.1-8b-ins.2026.020.3894.85
AutoDetectGenerator Model=GPT-5.2, Target Model=Llama-3.1-8b-ins.2026.020.46—
PROBELLMGenerator Model=GPT-5.2, Target Model=Llama-3.1-8b-ins.2026.020.9—