| Year | Title | Author | Publication | Code | Tasks | Notes | Datasets | Notions |
|---|---|---|---|---|---|---|---|---|
| 2022 | Adapting Coreference Resolution Models through Active Learning | Yuan et al. | ACL | code | coreference resolution | uncertainty, SPANBERT- LARGE-CASED, None, PT+FT, Hard |
ONTONOTES 5.0, PRECO | |
| 2022 | On the Importance of Effectively Adapting Pretrained Language Models for Active Learning | Margatina et al. | ACL | code | Text Clssification | Uncertainty, LMs, Continue training, PT+FT, Hard |
TREC-6, IMDB, SST-2, DBPEDIA, AGNEWS | |
| 2022 | Efficient Argument Structure Extraction with Transfer Learning and Active Learning | Hua and Wang | ACL | code | Argment Structure Extraction | diverse, RoBERTa-base, Domain Adaptation, PT+FT, Hard |
AMPERE++, Essays, AbstRCT, ECHR, CDCP | |
| 2022 | Revisiting Uncertainty-based Query Strategies for Active Learning with Transformers | Schröder et al. | ACL | code | Text Classification | Uncertainty-based, PLMs, None, PT+FT, Hard |
AG’s News, Customer Reviews, Movie Reviews, Subjectivity, TREC-6 |