Distillation data detection on LIMO
72.8AUCTPD
Evaluation results
| Method | Links | |
|---|---|---|
| TPDBackbone=Qwen2.5-32B-Instruct2025.10 | 72.8 | |
| TPDBackbone=Qwen2.5-7B-Instruct2025.10 | 69.4 | |
| TPDBackbone=Qwen2.5-14B-Instruct2025.10 | 67.1 | |
| Generated PerplexityBackbone=Qwen2.5-32B-Instruct2025.10 | 66.2 | |
| Generated MIN-KBackbone=Qwen2.5-32B-Instruct2025.10 | 66.1 | |
| Generated PerplexityBackbone=Qwen2.5-7B-Instruct2025.10 | 60.5 | |
| Generated MIN-KBackbone=Qwen2.5-7B-Instruct2025.10 | 60.4 | |
| Generated PerplexityBackbone=Qwen2.5-14B-Instruct2025.10 | 59.6 | |
| Generated MIN-KBackbone=Qwen2.5-14B-Instruct2025.10 | 59.6 | |
| Infilling ScoreBackbone=Qwen2.5-14B-Instruct2025.10 | 54.4 | |
| Infilling ScoreBackbone=Qwen2.5-7B-Instruct2025.10 | 52.9 | |
| MIN-K%++Backbone=Qwen2.5-14B-Instruct2025.10 | 50.8 | |
| LowercaseBackbone=Qwen2.5-14B-Instruct2025.10 | 50.7 | |
| Self-CritiqueBackbone=Qwen2.5-32B-Instruct2025.10 | 50.4 | |
| NeighborBackbone=Qwen2.5-7B-Instruct2025.10 | 50.3 | |
| NeighborBackbone=Qwen2.5-32B-Instruct2025.10 | 50.3 | |
| Self-CritiqueBackbone=Qwen2.5-7B-Instruct2025.10 | 50.2 | |
| NeighborBackbone=Qwen2.5-14B-Instruct2025.10 | 50 | |
| PerplexityBackbone=Qwen2.5-32B-Instruct2025.10 | 49.9 | |
| PerplexityBackbone=Qwen2.5-14B-Instruct2025.10 | 49.8 | |
| Entropy-NoiseBackbone=Qwen2.5-14B-Instruct2025.10 | 49.8 | |
| ZlibBackbone=Qwen2.5-32B-Instruct2025.10 | 49.6 | |
| MIN-K%Backbone=Qwen2.5-14B-Instruct2025.10 | 49.6 | |
| MIN-K%Backbone=Qwen2.5-32B-Instruct2025.10 | 49.6 | |
| ZlibBackbone=Qwen2.5-14B-Instruct2025.10 | 49.5 | |
| Entropy-NoiseBackbone=Qwen2.5-7B-Instruct2025.10 | 49.5 | |
| Entropy-NoiseBackbone=Qwen2.5-32B-Instruct2025.10 | 49.4 | |
| Entropy-TempBackbone=Qwen2.5-32B-Instruct2025.10 | 49.3 | |
| Infilling ScoreBackbone=Qwen2.5-32B-Instruct2025.10 | 48.9 | |
| ZlibBackbone=Qwen2.5-7B-Instruct2025.10 | 48.6 | |
| PerplexityBackbone=Qwen2.5-7B-Instruct2025.10 | 48.2 | |
| MIN-K%Backbone=Qwen2.5-7B-Instruct2025.10 | 48 | |
| Self-CritiqueBackbone=Qwen2.5-14B-Instruct2025.10 | 47.7 | |
| Entropy-TempBackbone=Qwen2.5-7B-Instruct2025.10 | 47.6 | |
| LowercaseBackbone=Qwen2.5-32B-Instruct2025.10 | 47.5 | |
| Entropy-TempBackbone=Qwen2.5-14B-Instruct2025.10 | 47.5 | |
| LowercaseBackbone=Qwen2.5-7B-Instruct2025.10 | 47.2 | |
| MIN-K%++Backbone=Qwen2.5-32B-Instruct2025.10 | 46.1 | |
| MIN-K%++Backbone=Qwen2.5-7B-Instruct2025.10 | 45.8 |