Dataset Inference on The Pile GitHub subset
1P-Value (Members)Zhang et al. (2024a)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Zhang et al. (2024a)Backbone=Pythia-1b, Identifier Variant=Alphabetic, Hardware Configuration=single A100 GPU2026.06 | 1 | 5.42 | 20.83 | |
| NID DIBackbone=Pythia-1b, Hardware Configuration=single A100 GPU2026.06 | 3.31 | 9.83 | 21.52 | |
| Unlock DIBackbone=Pythia-1b, Hardware Configuration=four A100 GPUs2026.06 | 5 | 1 | 2,122.37 | |
| Zhang et al. (2024a)Backbone=Pythia-1b, Identifier Variant=Hex, Hardware Configuration=single A100 GPU2026.06 | 7 | 6.7 | 21.18 | |
| LLM DIBackbone=Pythia-1b, Hardware Configuration=single A100 GPU2026.06 | 9.79 | 1.05 | 20.43 |