Input OOD Detection on CNN/DM
99.89AUROCAP-OOD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AP-OODBackbone=PEGASUS_LARGE, ID Dataset=XSUM2026.02 | 99.89 | 0.05 | |
| Binary logitsBackbone=PEGASUS_LARGE, ID Dataset=XSUM2026.02 | 99.49 | 1.81 | |
| Deep SADBackbone=PEGASUS_LARGE, ID Dataset=XSUM2026.02 | 99.34 | 1.18 | |
| AP-OODBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Input OOD2026.02 | 97.48 | 12.88 | |
| AP-OODBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Output OOD2026.02 | 93.53 | 29.58 | |
| Relative MahalanobisBackbone=PEGASUS_LARGE, ID Dataset=XSUM2026.02 | 81.43 | 62.6 | |
| Deep SVDDBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Input OOD2026.02 | 75.75 | 74.2 | |
| KNNBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Output OOD2026.02 | 74.17 | 73.36 | |
| MahalanobisBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Input OOD2026.02 | 68.95 | 92.16 | |
| Deep SVDDBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Output OOD2026.02 | 66.59 | 77.67 | |
| MahalanobisBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Output OOD2026.02 | 62.67 | 89.46 | |
| EntropyBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Output OOD2026.02 | 59.76 | 79.26 | |
| KNNBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Input OOD2026.02 | 54.32 | 99.39 | |
| PerplexityBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Output OOD2026.02 | 41.65 | 77.83 |