| Year | Title | Author | Publication | Code | Tasks | Notes | Datasets | Notions |
|---|---|---|---|---|---|---|---|---|
| 2022 | ALLSH: Active Learning Guided by Local Sensitivity and Hardness | Zhang et al. | NAACL | - | Text Classificaiton | sensitivity and hardness-aware, BERT, None, PT+FT, Hard |
SST-2, IMDB, AG News, QNLI, QQP | |
| 2022 | Towards Computationally Feasible Deep Active Learning | Tsvigun et al. | NAACL | code | text classification and tagging tasks | Uncertainty, BERT, pseudo-labeling, PT+FT, Hard |
AG News, IMDB, CoNLL 2003 | pseudo-labeling and distilled mod- els |