{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,3,7]],"date-time":"2024-03-07T12:46:26Z","timestamp":1709815586755},"reference-count":7,"publisher":"MIT Press - Journals","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["TACL"],"published-print":{"date-parts":[[2017,12]]},"abstract":"<jats:p>In this paper we propose and carefully evaluate a sequence labeling framework which solely utilizes sparse indicator features derived from dense distributed word representations. The proposed model obtains (near) state-of-the art performance for both part-of-speech tagging and named entity recognition for a variety of languages. Our model relies only on a few thousand sparse coding-derived features, without applying any modification of the word representations employed for the different tasks. The proposed model has favorable generalization properties as it retains over 89.8% of its average POS tagging accuracy when trained at 1.2% of the total available training data, i.e. 150 sentences per language.<\/jats:p>","DOI":"10.1162\/tacl_a_00059","type":"journal-article","created":{"date-parts":[[2018,12,28]],"date-time":"2018-12-28T15:42:50Z","timestamp":1546011770000},"page":"247-261","source":"Crossref","is-referenced-by-count":6,"title":["Sparse Coding of Neural Word Embeddings for Multilingual Sequence Labeling"],"prefix":"10.1162","volume":"5","author":[{"given":"G\u00e1abor","family":"Berend","sequence":"first","affiliation":[{"name":"Department of Informatics, University of Szeged, 2 \u00c1rp\u00e1d t\u00e9r, 6720 Szeged, Hungary,"}]}],"member":"281","reference":[{"key":"p_5","first-page":"1137","volume":"3","author":"Bengio Yoshua","year":"2003","journal-title":"The Journal of Machine Learning Research"},{"issue":"4","key":"p_7","first-page":"467","volume":"18","author":"Brown Peter F.","year":"1992","journal-title":"Computational Linguistics"},{"key":"p_11","first-page":"2493","volume":"12","author":"Collobert Ronan","year":"2011","journal-title":"The Journal of Machine Learning Research"},{"key":"p_21","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1162\/tacl_a_00134","volume":"3","author":"Levy Omer","year":"2015","journal-title":"TACL"},{"key":"p_24","first-page":"19","volume":"11","author":"Mairal Julien","year":"2010","journal-title":"The Journal of Machinea Learning Research"},{"issue":"2","key":"p_25","first-page":"313","volume":"19","author":"Marcus Mitchell P.","year":"1993","journal-title":"Computational Linguistics"},{"key":"p_29","first-page":"2265","author":"Mnih Andriy","year":"2013","journal-title":"Advances in Neural Information Processing Systems 26, pages"}],"container-title":["Transactions of the Association for Computational Linguistics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mitpressjournals.org\/doi\/pdf\/10.1162\/tacl_a_00059","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,3,12]],"date-time":"2021-03-12T21:38:10Z","timestamp":1615585090000},"score":1,"resource":{"primary":{"URL":"https:\/\/direct.mit.edu\/tacl\/article\/43394"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,12]]},"references-count":7,"alternative-id":["10.1162\/tacl_a_00059"],"URL":"https:\/\/doi.org\/10.1162\/tacl_a_00059","relation":{},"ISSN":["2307-387X"],"issn-type":[{"value":"2307-387X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,12]]}}}