Domain mixture recovery on SNLI 3 cls.
0.009MSESample-level MI
Evaluation Results
| Method | Links | |
|---|---|---|
| Sample-level MIModel Architecture=BERT, Method Category=Baselines2026.07 | 0.009 | |
| LERPModel Architecture=BERT, Method Category=Unsupervised Softmax2026.07 | 0.013 | |
| TIESModel Architecture=BERT, Method Category=Unsupervised Softmax2026.07 | 0.013 | |
| TIESModel Architecture=BERT, Method Category=Supervised 2-Layer MLP2026.07 | 0.014 | |
| LERPModel Architecture=BERT, Method Category=Supervised 2-Layer MLP2026.07 | 0.017 | |
| LERPModel Architecture=GPT-2-Small, Method Category=Supervised 2-Layer MLP2026.07 | 0.022 | |
| TIESModel Architecture=GPT-2-Small, Method Category=Supervised 2-Layer MLP2026.07 | 0.023 | |
| LERPModel Architecture=GPT-2-Small, Method Category=Unsupervised Softmax2026.07 | 0.036 | |
| TIESModel Architecture=GPT-2-Small, Method Category=Unsupervised Softmax2026.07 | 0.036 | |
| Real TrajectoryModel Architecture=BERT, Method Category=Supervised 2-Layer MLP2026.07 | 0.04 | |
| Real TrajectoryModel Architecture=GPT-2-Small, Method Category=Supervised 2-Layer MLP2026.07 | 0.04 | |
| SLERPModel Architecture=BERT, Method Category=Supervised 2-Layer MLP2026.07 | 0.07 | |
| Real TrajectoryModel Architecture=GPT-2-Small, Method Category=Unsupervised Softmax2026.07 | 0.07 | |
| SLERPModel Architecture=BERT, Method Category=Unsupervised Softmax2026.07 | 0.071 | |
| Centroid GuessModel Architecture=BERT, Method Category=Baselines2026.07 | 0.072 | |
| Centroid GuessModel Architecture=GPT-2-Small, Method Category=Baselines2026.07 | 0.072 | |
| Sample-level MIModel Architecture=GPT-2-Small, Method Category=Baselines2026.07 | 0.073 | |
| SLERPModel Architecture=GPT-2-Small, Method Category=Supervised 2-Layer MLP2026.07 | 0.08 | |
| Random GuessModel Architecture=BERT, Method Category=Baselines2026.07 | 0.14 | |
| Random GuessModel Architecture=GPT-2-Small, Method Category=Baselines2026.07 | 0.14 | |
| Real TrajectoryModel Architecture=BERT, Method Category=Unsupervised Softmax2026.07 | 0.156 | |
| SLERPModel Architecture=GPT-2-Small, Method Category=Unsupervised Softmax2026.07 | 0.197 |