{"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/suggestion-mining-from-online-reviews-using","title":"Suggestion Mining from Online Reviews using ULMFiT","arxiv_id":"1904.09076","date":"2019-04-19","proceeding":null,"authors":["Sarthak Anand","Debanjan Mahata","Kartik Aggarwal","Laiba Mehnaz","Simra Shahid","Haimin Zhang","Yaman Kumar","Rajiv Ratn Shah","Karan Uppal"],"abstract":"In this paper we present our approach and the system description for Sub Task\nA of SemEval 2019 Task 9: Suggestion Mining from Online Reviews and Forums.\nGiven a sentence, the task asks to predict whether the sentence consists of a\nsuggestion or not. Our model is based on Universal Language Model Fine-tuning\nfor Text Classification. We apply various pre-processing techniques before\ntraining the language and the classification model. We further provide detailed\nanalysis of the results obtained using the trained model. Our team ranked 10th\nout of 34 participants, achieving an F1 score of 0.7011. We publicly share our\nimplementation at https://github.com/isarth/SemEval9_MIDAS","url_abs":"http://arxiv.org/abs/1904.09076v1","url_pdf":"http://arxiv.org/pdf/1904.09076v1.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":"suggestion-mining-from-online-reviews-using","repo_url":"https://github.com/isarth/SemEval9_MIDAS","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"classification-1","task_name":"Classification"},{"task_slug":"classification","task_name":"General Classification"},{"task_slug":"language-modeling","task_name":"Language Modeling"},{"task_slug":"language-modelling","task_name":"Language Modelling"},{"task_slug":"sentence","task_name":"Sentence"},{"task_slug":"suggestion-mining","task_name":"Suggestion mining"},{"task_slug":"text-classification","task_name":"Text Classification"},{"task_slug":"text-classification-1","task_name":"text-classification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}