Papers with anomaly detection problem
TADPOLE: Task ADapted Pre-Training via AnOmaLy DEtection (2021.emnlp-main)
Copied to clipboard
| Challenge: | Existing approaches to solve domain shifts in NLP tasks require additional pre-training . current approaches focus on the downstream corpus when it is small, but are not effective . |
| Approach: | They propose a task-adapted pre-training framework that can be used when the downstream corpus is too small for additional pre-tuning. |
| Outcome: | The proposed framework outperforms baseline methods on biomedical, computer science, news, and movie reviews tasks. |