Input OOD Detection on Reddit
100AUROCBinary logits
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Binary logitsBackbone=PEGASUS_LARGE, ID Dataset=XSUM2026.02 | 100 | 0 | |
| Deep SADBackbone=PEGASUS_LARGE, ID Dataset=XSUM2026.02 | 100 | 0 | |
| AP-OODBackbone=PEGASUS_LARGE, ID Dataset=XSUM2026.02 | 100 | 0 | |
| Relative MahalanobisBackbone=PEGASUS_LARGE, ID Dataset=XSUM2026.02 | 99.95 | 0.01 | |
| AP-OODBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Input OOD2026.02 | 99.88 | 0 | |
| Deep SVDDBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Input OOD2026.02 | 99.71 | 0.39 | |
| MahalanobisBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Input OOD2026.02 | 98.64 | 2.43 | |
| KNNBackbone=PEGASUS-LARGE, ID Dataset=XSUM, Evaluation Protocol=Input OOD2026.02 | 94.53 | 51.26 |