{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2023,6,1]],"date-time":"2023-06-01T09:41:08Z","timestamp":1685612468567},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643683881","type":"print"},{"value":"9781643683898","type":"electronic"}],"license":[{"start":{"date-parts":[[2023,5,18]],"date-time":"2023-05-18T00:00:00Z","timestamp":1684368000000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023,5,18]]},"abstract":"<jats:p>To classify sentences in cardiovascular German doctor\u2019s letters into eleven section categories, we used pattern-exploiting training, a prompt-based method for text classification in few-shot learning scenarios (20, 50 and 100 instances per class) using language models with various pre-training approaches evaluated on CARDIO:DE, a freely available German clinical routine corpus. Prompting improves results by 5-28% accuracy compared to traditional methods, reducing manual annotation efforts and computational costs in a clinical setting.<\/jats:p>","DOI":"10.3233\/shti230275","type":"book-chapter","created":{"date-parts":[[2023,5,19]],"date-time":"2023-05-19T08:47:34Z","timestamp":1684486054000},"source":"Crossref","is-referenced-by-count":0,"title":["Few-Shot and Prompt Training for Text Classification in German Doctor\u2019s Letters"],"prefix":"10.3233","author":[{"given":"Phillip","family":"Richter-Pechanski","sequence":"first","affiliation":[{"name":"Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany"},{"name":"Department of Internal Medicine III, University Hospital Heidelberg, Germany"},{"name":"German Center for Cardiovascular Research (DZHK) \u2013 Partner site Heidelberg\/Mannheim, Germany"},{"name":"Informatics for Life, Heidelberg, Germany"},{"name":"Department of Computational Linguistics, Heidelberg University, Germany"}]},{"given":"Philipp","family":"Wiesenbach","sequence":"additional","affiliation":[{"name":"Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany"},{"name":"Department of Internal Medicine III, University Hospital Heidelberg, Germany"},{"name":"Informatics for Life, Heidelberg, Germany"}]},{"given":"Dominic M.","family":"Schwab","sequence":"additional","affiliation":[{"name":"Department of Internal Medicine III, University Hospital Heidelberg, Germany"}]},{"given":"Christina","family":"Kiriakou","sequence":"additional","affiliation":[{"name":"Department of Internal Medicine III, University Hospital Heidelberg, Germany"}]},{"given":"Mingyang","family":"He","sequence":"additional","affiliation":[{"name":"Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany"},{"name":"Department of Internal Medicine III, University Hospital Heidelberg, Germany"},{"name":"Department of Computational Linguistics, Heidelberg University, Germany"}]},{"given":"Nicolas A.","family":"Geis","sequence":"additional","affiliation":[{"name":"Department of Internal Medicine III, University Hospital Heidelberg, Germany"},{"name":"Informatics for Life, Heidelberg, Germany"}]},{"given":"Anette","family":"Frank","sequence":"additional","affiliation":[{"name":"Department of Computational Linguistics, Heidelberg University, Germany"}]},{"given":"Christoph","family":"Dieterich","sequence":"additional","affiliation":[{"name":"Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany"},{"name":"Department of Internal Medicine III, University Hospital Heidelberg, Germany"},{"name":"German Center for Cardiovascular Research (DZHK) \u2013 Partner site Heidelberg\/Mannheim, Germany"},{"name":"Informatics for Life, Heidelberg, Germany"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Caring is Sharing \u2013 Exploiting the Value in Data for Health and Innovation"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI230275","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,5,31]],"date-time":"2023-05-31T15:01:53Z","timestamp":1685545313000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI230275"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,5,18]]},"ISBN":["9781643683881","9781643683898"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti230275","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,5,18]]}}}