{"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/vietnamese-semantic-role-labelling","title":"Vietnamese Semantic Role Labelling","arxiv_id":"1711.10124","date":"2017-11-28","proceeding":null,"authors":["Phuong Le-Hong","Thai Hoang Pham","Xuan Khoai Pham","Thi Minh Huyen Nguyen","Thi Luong Nguyen","Minh Hiep Nguyen"],"abstract":"In this paper, we study semantic role labelling (SRL), a subtask of semantic\nparsing of natural language sentences and its application for the Vietnamese\nlanguage. We present our effort in building Vietnamese PropBank, the first\nVietnamese SRL corpus and a software system for labelling semantic roles of\nVietnamese texts. In particular, we present a novel constituent extraction\nalgorithm in the argument candidate identification step which is more suitable\nand more accurate than the common node-mapping method. In the machine learning\npart, our system integrates distributed word features produced by two recent\nunsupervised learning models in two learned statistical classifiers and makes\nuse of integer linear programming inference procedure to improve the accuracy.\nThe system is evaluated in a series of experiments and achieves a good result,\nan $F_1$ score of 74.77%. Our system, including corpus and software, is\navailable as an open source project for free research and we believe that it is\na good baseline for the development of future Vietnamese SRL systems.","url_abs":"http://arxiv.org/abs/1711.10124v1","url_pdf":"http://arxiv.org/pdf/1711.10124v1.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":"vietnamese-semantic-role-labelling","repo_url":"https://github.com/pth1993/vnSRL","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"semantic-parsing","task_name":"Semantic Parsing"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1711.10124","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}