{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/bert-of-all-trades-master-of-some","title":"BERT of all trades, master of some","arxiv_id":null,"date":"2020-05-01","proceeding":"LREC 2020 5","authors":["Denis Gordeev","Olga Lykova"],"abstract":"This paper describes our results for TRAC 2020 competition held together with the conference LREC 2020. Our team name was Ms8qQxMbnjJMgYcw. The competition consisted of 2 subtasks in 3 languages (Bengali, English and Hindi) where the participants{'} task was to classify aggression in short texts from social media and decide whether it is gendered or not. We used a single BERT-based system with two outputs for all tasks simultaneously. Our model placed first in English and second in Bengali gendered text classification competition tasks with 0.87 and 0.93 in F1-score respectively.","url_abs":"https://aclanthology.org/2020.trac-1.15","url_pdf":"https://aclanthology.org/2020.trac-1.15.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"bert-of-all-trades-master-of-some","repo_url":"https://github.com/InstituteForIndustrialEconomics/trac2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"all","task_name":"All"},{"task_slug":"text-classification","task_name":"Text Classification"},{"task_slug":"text-classification-1","task_name":"text-classification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/text-classification-on-trac2-benghali-task-2","task":"Text Classification","dataset":"TRAC2-Benghali. Task 2.","model":"BERT","rank_in_archive_order":1,"of":1,"metrics":{"F1":"0.929702403"},"uses_additional_data":false},{"leaderboard":"/sota/text-classification-on-trac2-english-task2","task":"Text Classification","dataset":"TRAC2-English. Task2.","model":"BERT","rank_in_archive_order":1,"of":1,"metrics":{"F1":"0.871585052"},"uses_additional_data":false}],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}