{"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/hate-speech-detection-on-vietnamese-social","title":"Hate Speech Detection on Vietnamese Social Media Text using the Bidirectional-LSTM Model","arxiv_id":"1911.03648","date":"2019-11-09","proceeding":null,"authors":["Hang Thi-Thuy Do","Huy Duc Huynh","Kiet Van Nguyen","Ngan Luu-Thuy Nguyen","Anh Gia-Tuan Nguyen"],"abstract":"In this paper, we describe our system which participates in the shared task of Hate Speech Detection on Social Networks of VLSP 2019 evaluation campaign. We are provided with the pre-labeled dataset and an unlabeled dataset for social media comments or posts. Our mission is to pre-process and build machine learning models to classify comments/posts. In this report, we use Bidirectional Long Short-Term Memory to build the model that can predict labels for social media text according to Clean, Offensive, Hate. With this system, we achieve comparative results with 71.43% on the public standard test set of VLSP 2019.","url_abs":"https://arxiv.org/abs/1911.03648v1","url_pdf":"https://arxiv.org/pdf/1911.03648v1.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":"hate-speech-detection-on-vietnamese-social","repo_url":"https://github.com/huynhduchuydp36/VLSP2019-SHARED-Task-Hate-Speech-Detection-on-Social-Networks-Using-Bi-Lstm","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"machine-learning","task_name":"BIG-bench Machine Learning"},{"task_slug":"hate-speech-detection","task_name":"Hate Speech Detection"},{"task_slug":"vietnamese-social-media-text-processing","task_name":"Vietnamese Social Media Text Processing"}],"methods":[{"method_slug":"test","method_name":"Test"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}