{"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/adversarial-learning-for-zero-shot-stance","title":"Adversarial Learning for Zero-Shot Stance Detection on Social Media","arxiv_id":"2105.06603","date":"2021-05-14","proceeding":"NAACL 2021 4","authors":["Emily Allaway","Malavika Srikanth","Kathleen McKeown"],"abstract":"Stance detection on social media can help to identify and understand slanted news or commentary in everyday life. In this work, we propose a new model for zero-shot stance detection on Twitter that uses adversarial learning to generalize across topics. Our model achieves state-of-the-art performance on a number of unseen test topics with minimal computational costs. In addition, we extend zero-shot stance detection to new topics, highlighting future directions for zero-shot transfer.","url_abs":"https://arxiv.org/abs/2105.06603v1","url_pdf":"https://arxiv.org/pdf/2105.06603v1.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":"adversarial-learning-for-zero-shot-stance","repo_url":"https://github.com/MalavikaSrikanth16/adversarial-learning-for-stance","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"stance-detection","task_name":"Stance Detection"},{"task_slug":"zero-shot-stance-detection","task_name":"Zero-Shot Stance Detection"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2105.06603","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}