| Year | Title | Author | Publication | Code | Tasks | Notes | Datasets | Notions |
|---|---|---|---|---|---|---|---|---|
| 2020 | A Multitask Active Learning Framework for Natural Language Understanding | Zhu et al. | COLING | - | Natural language understanding | Entropy, BERT, Multitask, PT+FT, Hard |
ATIS, SNIPS, FB-Werther, FB-Reminder, FB-Alarm | |
| 2020 | Fine-tuning BERT for Low-Resource Natural Language Understanding via Active Learning | Grießhaber et al. | COLING | - | Natural Language Understanding | Uncertainty, BERT, None, PT+FT, Hard |
QNLI, MNLI, SST_2, SNLI | |
| 2020 | Pre-trained Language Model Based Active Learning for Sentence Matching | Bai et al. | COLING | - | Sentence Matching | Hybrid, PLMs, None, PT+FT, Hard |
SNLI, MultiNLI, Quora, LCQMC, BQ |