OOD Detection on TREC-10
99.1AUROCOE + Gold Data
Evaluation Results
| Method | Links | |
|---|---|---|
| OE + Gold DataTraining objective=OE, Data source=Gold Data, Evaluation setting=Oracle2022.11 | 99.1 | |
| CCL + Gold DataTraining objective=CCL, Data source=Gold Data, Evaluation setting=Oracle2022.11 | 98.3 | |
| CCL + Gold LabelTraining objective=CCL, Data source=Gold Label, Evaluation setting=Oracle2022.11 | 92 | |
| CoNAL2022.11 | 90.8 | |
| CCL + Few-ShotTraining objective=CCL, Data source=Few-Shot2022.11 | 88.4 | |
| OE + WikitextTraining objective=OE, Data source=Wikitext2022.11 | 85 | |
| CCL + Zero-ShotTraining objective=CCL, Data source=Zero-Shot2022.11 | 84.8 | |
| kFolden2022.11 | 84.7 | |
| CCL + WikitextTraining objective=CCL, Data source=Wikitext2022.11 | 81 | |
| Contrastive2022.11 | 79.8 | |
| Vanilla2022.11 | 76.6 | |
| OE + Novelty PromptingTraining objective=OE, Data source=Novelty Prompting2022.11 | 74.2 |