{"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/how-document-pre-processing-affects-keyphrase","title":"How Document Pre-processing affects Keyphrase Extraction Performance","arxiv_id":"1610.07809","date":"2016-10-25","proceeding":"WS 2016 12","authors":["Florian Boudin","Hugo Mougard","Damien Cram"],"abstract":"The SemEval-2010 benchmark dataset has brought renewed attention to the task\nof automatic keyphrase extraction. This dataset is made up of scientific\narticles that were automatically converted from PDF format to plain text and\nthus require careful preprocessing so that irrevelant spans of text do not\nnegatively affect keyphrase extraction performance. In previous work, a wide\nrange of document preprocessing techniques were described but their impact on\nthe overall performance of keyphrase extraction models is still unexplored.\nHere, we re-assess the performance of several keyphrase extraction models and\nmeasure their robustness against increasingly sophisticated levels of document\npreprocessing.","url_abs":"http://arxiv.org/abs/1610.07809v1","url_pdf":"http://arxiv.org/pdf/1610.07809v1.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":"how-document-pre-processing-affects-keyphrase","repo_url":"https://github.com/boudinfl/semeval-2010-pre","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"articles","task_name":"Articles"},{"task_slug":"keyphrase-extraction","task_name":"Keyphrase Extraction"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}