Distillation data detection on S 1.1
64.9AUCTPD
Evaluation results
| Method | Links | |
|---|---|---|
| TPDBackbone=Qwen2.5-32B-Instruct2025.10 | 64.9 | |
| Generated PerplexityBackbone=Qwen2.5-32B-Instruct2025.10 | 61.9 | |
| Generated MIN-KBackbone=Qwen2.5-32B-Instruct2025.10 | 61.9 | |
| TPDBackbone=Qwen2.5-7B-Instruct2025.10 | 61.7 | |
| Entropy-NoiseBackbone=Qwen2.5-32B-Instruct2025.10 | 56.6 | |
| Generated PerplexityBackbone=Qwen2.5-7B-Instruct2025.10 | 56.4 | |
| Generated MIN-KBackbone=Qwen2.5-7B-Instruct2025.10 | 56.3 | |
| TPDBackbone=Qwen2.5-14B-Instruct2025.10 | 56.2 | |
| Entropy-NoiseBackbone=Qwen2.5-14B-Instruct2025.10 | 56.1 | |
| Generated MIN-KBackbone=Qwen2.5-14B-Instruct2025.10 | 55.9 | |
| Generated PerplexityBackbone=Qwen2.5-14B-Instruct2025.10 | 55.8 | |
| Entropy-NoiseBackbone=Qwen2.5-7B-Instruct2025.10 | 53.5 | |
| Infilling ScoreBackbone=Qwen2.5-7B-Instruct2025.10 | 52 | |
| PerplexityBackbone=Qwen2.5-14B-Instruct2025.10 | 51.7 | |
| MIN-K%Backbone=Qwen2.5-14B-Instruct2025.10 | 50.9 | |
| PerplexityBackbone=Qwen2.5-7B-Instruct2025.10 | 50.3 | |
| MIN-K%Backbone=Qwen2.5-7B-Instruct2025.10 | 49.4 | |
| LowercaseBackbone=Qwen2.5-7B-Instruct2025.10 | 49.3 | |
| Infilling ScoreBackbone=Qwen2.5-14B-Instruct2025.10 | 49.3 | |
| LowercaseBackbone=Qwen2.5-14B-Instruct2025.10 | 48.9 | |
| MIN-K%++Backbone=Qwen2.5-14B-Instruct2025.10 | 48.9 | |
| PerplexityBackbone=Qwen2.5-32B-Instruct2025.10 | 48.7 | |
| MIN-K%++Backbone=Qwen2.5-7B-Instruct2025.10 | 48.6 | |
| MIN-K%Backbone=Qwen2.5-32B-Instruct2025.10 | 47.9 | |
| Infilling ScoreBackbone=Qwen2.5-32B-Instruct2025.10 | 47.5 | |
| Self-CritiqueBackbone=Qwen2.5-7B-Instruct2025.10 | 47.5 | |
| Self-CritiqueBackbone=Qwen2.5-14B-Instruct2025.10 | 47.5 | |
| ZlibBackbone=Qwen2.5-14B-Instruct2025.10 | 47.1 | |
| ZlibBackbone=Qwen2.5-7B-Instruct2025.10 | 46.7 | |
| Self-CritiqueBackbone=Qwen2.5-32B-Instruct2025.10 | 46.6 | |
| LowercaseBackbone=Qwen2.5-32B-Instruct2025.10 | 46.3 | |
| Entropy-TempBackbone=Qwen2.5-7B-Instruct2025.10 | 45 | |
| ZlibBackbone=Qwen2.5-32B-Instruct2025.10 | 44.7 | |
| NeighborBackbone=Qwen2.5-32B-Instruct2025.10 | 44.4 | |
| NeighborBackbone=Qwen2.5-7B-Instruct2025.10 | 44.1 | |
| MIN-K%++Backbone=Qwen2.5-32B-Instruct2025.10 | 43.9 | |
| Entropy-TempBackbone=Qwen2.5-32B-Instruct2025.10 | 43.7 | |
| NeighborBackbone=Qwen2.5-14B-Instruct2025.10 | 43.5 | |
| Entropy-TempBackbone=Qwen2.5-14B-Instruct2025.10 | 41.5 |