RLVR Data Contamination Detection on RL-MIA various RL-tuned models 1.0
0.72DAPOMin-kNN Distance
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Min-kNN DistanceSampling-only access (BB)=true2026.02 | 0.72 | 0.66 | 0.75 | 0.76 | 0.8 | 0.68 | 0.68 | 0.57 | 0.7 | |
| PPLSampling-only access (BB)=false2026.02 | 0.63 | 0.61 | 0.72 | 0.72 | 0.59 | 0.56 | 0.44 | 0.54 | 0.6 | |
| Self-CritiqueSampling-only access (BB)=false2026.02 | 0.58 | 0.51 | 0.48 | 0.49 | 0.54 | 0.53 | 0.43 | 0.49 | 0.51 | |
| CDDSampling-only access (BB)=true2026.02 | 0.52 | 0.51 | 0.36 | 0.45 | 0.49 | 0.46 | 0.5 | 0.47 | 0.47 | |
| RecallSampling-only access (BB)=false2026.02 | 0.5 | 0.52 | 0.51 | 0.62 | 0.54 | 0.52 | 0.56 | 0.47 | 0.53 | |
| Min-K%Sampling-only access (BB)=false2026.02 | 0.37 | 0.43 | 0.29 | 0.28 | 0.53 | 0.44 | 0.53 | 0.47 | 0.42 | |
| Min-K%++Sampling-only access (BB)=false2026.02 | 0.37 | 0.48 | 0.56 | 0.39 | 0.56 | 0.53 | 0.66 | 0.52 | 0.51 |