ResearchBenchmarksTraining data auditing on Maths College (test)Training data auditing on Maths College (test)Follow0.925AUCLoRA-MINT0.80540.836450.86750.89855Jun 5, 2026Evaluation resultsMethodMethodLinksAUCTPRFPRLoRA-MINTModel=MistralSmallModel=MistralSmall2026.060.9250.8420.028LoRA-MINTModel=Phi-4Model=Phi-42026.060.90.8320.032LoRA-MINTModel=Qwen3-4BModel=Qwen3-4B2026.060.890.8040.024LoRA-MINTModel=DeepSeek-R1Model=DeepSeek-R12026.060.8570.7850.175LoRA-MINTModel=Llama-3.2-3BModel=Llama-3.2-3B2026.060.820.790.15LoRA-MINTModel=MistralModel=Mistral2026.060.810.8050.18