{"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/neural-networks-for-joint-sentence","title":"Neural Networks for Joint Sentence Classification in Medical Paper Abstracts","arxiv_id":"1612.05251","date":"2016-12-15","proceeding":"EACL 2017 4","authors":["Franck Dernoncourt","Ji Young Lee","Peter Szolovits"],"abstract":"Existing models based on artificial neural networks (ANNs) for sentence\nclassification often do not incorporate the context in which sentences appear,\nand classify sentences individually. However, traditional sentence\nclassification approaches have been shown to greatly benefit from jointly\nclassifying subsequent sentences, such as with conditional random fields. In\nthis work, we present an ANN architecture that combines the effectiveness of\ntypical ANN models to classify sentences in isolation, with the strength of\nstructured prediction. Our model achieves state-of-the-art results on two\ndifferent datasets for sequential sentence classification in medical abstracts.","url_abs":"http://arxiv.org/abs/1612.05251v1","url_pdf":"http://arxiv.org/pdf/1612.05251v1.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":"neural-networks-for-joint-sentence","repo_url":"https://github.com/DsSaurabh/SkimLit-Project","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"neural-networks-for-joint-sentence","repo_url":"https://github.com/PranavR-2001/Project_Med_Skim","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"neural-networks-for-joint-sentence","repo_url":"https://github.com/RohitGanji/NLP-Medical-Paper-Abstracts-Classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"neural-networks-for-joint-sentence","repo_url":"https://github.com/RohitGanji/medical-paper-abstract-classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"neural-networks-for-joint-sentence","repo_url":"https://github.com/vishalrk1/SkimLit","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"classification","task_name":"General Classification"},{"task_slug":"sentence","task_name":"Sentence"},{"task_slug":"sentence-classification","task_name":"Sentence Classification"},{"task_slug":"structured-prediction","task_name":"Structured Prediction"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}