{"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/textoir-an-integrated-and-visualized-platform-1","title":"TEXTOIR: An Integrated and Visualized Platform for Text Open Intent Recognition","arxiv_id":"2110.15063","date":"2021-09-13","proceeding":"ACL 2021 5","authors":["Hanlei Zhang","Xiaoteng Li","Hua Xu","Panpan Zhang","Kang Zhao","Kai Gao"],"abstract":"TEXTOIR is the first integrated and visualized platform for text open intent recognition. It is composed of two main modules: open intent detection and open intent discovery. Each module integrates most of the state-of-the-art algorithms and benchmark intent datasets. It also contains an overall framework connecting the two modules in a pipeline scheme. In addition, this platform has visualized tools for data and model management, training, evaluation and analysis of the performance from different aspects. TEXTOIR provides useful toolkits and convenient visualized interfaces for each sub-module (Toolkit code: https://github.com/thuiar/TEXTOIR), and designs a framework to implement a complete process to both identify known intents and discover open intents (Demo code: https://github.com/thuiar/TEXTOIR-DEMO).","url_abs":"https://arxiv.org/abs/2110.15063v1","url_pdf":"https://arxiv.org/pdf/2110.15063v1.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":"textoir-an-integrated-and-visualized-platform-1","repo_url":"https://github.com/thuiar/textoir","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"textoir-an-integrated-and-visualized-platform-1","repo_url":"https://github.com/thuiar/textoir-demo","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok","spdx":"GPL-3.0"}}],"tasks":[{"task_slug":"intent-detection","task_name":"Intent Detection"},{"task_slug":"intent-discovery","task_name":"Intent Discovery"},{"task_slug":"intent-recognition","task_name":"Intent Recognition"},{"task_slug":"management","task_name":"Management"},{"task_slug":"open-intent-detection","task_name":"Open Intent Detection"},{"task_slug":"open-intent-discovery","task_name":"Open Intent Discovery"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":"https://app.syntology.ai/?focus=2110.15063","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}