UA-KO at SemEval-2022 Task 11: Data Augmentation and Ensembles for Korean Named Entity Recognition
| dc.contributor.author | Song, H. | |
| dc.contributor.author | Bethard, S. | |
| dc.date.accessioned | 2022-10-24T23:51:23Z | |
| dc.date.available | 2022-10-24T23:51:23Z | |
| dc.date.issued | 2022 | |
| dc.identifier.citation | Hyunju Song and Steven Bethard. 2022. UA-KO at SemEval-2022 Task 11: Data Augmentation and Ensembles for Korean Named Entity Recognition. In Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022), pages 1608–1612, Seattle, United States. Association for Computational Linguistics. | |
| dc.identifier.isbn | 9781955917803 | |
| dc.identifier.doi | 10.18653/v1/2022.semeval-1.222 | |
| dc.identifier.uri | http://hdl.handle.net/10150/666487 | |
| dc.description.abstract | This paper presents the approaches and systems of the UA-KO team for the Korean portion of SemEval-2022 Task 11 on Multilingual Complex Named Entity Recognition. We fine-tuned Korean and multilingual BERT and RoBERTA models, conducted experiments on data augmentation, ensembles, and task-adaptive pretraining. Our final system ranked 8th out of 17 teams with an F1 score of 0.6749 F1. © 2022 Association for Computational Linguistics. | |
| dc.language.iso | en | |
| dc.publisher | Association for Computational Linguistics (ACL) | |
| dc.rights | Copyright © 2022 Association for Computational Linguistics. This is an open access article licensed on a Creative Commons Attribution 4.0 International License. | |
| dc.rights.uri | https://creativecommons.org/licenses/by/4.0/ | |
| dc.title | UA-KO at SemEval-2022 Task 11: Data Augmentation and Ensembles for Korean Named Entity Recognition | |
| dc.type | Proceedings | |
| dc.type | text | |
| dc.contributor.department | University of Arizona | |
| dc.identifier.journal | SemEval 2022 - 16th International Workshop on Semantic Evaluation, Proceedings of the Workshop | |
| dc.description.note | Open access journal | |
| dc.description.collectioninformation | This item from the UA Faculty Publications collection is made available by the University of Arizona with support from the University of Arizona Libraries. If you have questions, please contact us at repository@u.library.arizona.edu. | |
| dc.eprint.version | Final published version | |
| dc.source.journaltitle | SemEval 2022 - 16th International Workshop on Semantic Evaluation, Proceedings of the Workshop | |
| refterms.dateFOA | 2022-10-24T23:51:23Z |

