{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,3]],"date-time":"2022-04-03T12:21:13Z","timestamp":1648988473118},"reference-count":37,"publisher":"Cambridge University Press (CUP)","issue":"1","license":[{"start":{"date-parts":[[2012,7,26]],"date-time":"2012-07-26T00:00:00Z","timestamp":1343260800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/www.cambridge.org\/core\/terms"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Nat. Lang. Eng."],"published-print":{"date-parts":[[2014,1]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Morphological analysis and disambiguation are crucial stages in a variety of natural language processing applications, especially when languages with complex morphology are concerned. We present a system which disambiguates the output of a morphological analyzer for Hebrew. It consists of several simple classifiers and a module that combines them under the constraints imposed by the analyzer. We explore several approaches to classifier combination, as well as a back-off mechanism that relies on a large unannotated corpus. Our best result, around 83 percent accuracy, compares favorably with the state of the art on this task.<\/jats:p>","DOI":"10.1017\/s1351324912000216","type":"journal-article","created":{"date-parts":[[2012,11,22]],"date-time":"2012-11-22T10:45:39Z","timestamp":1353581139000},"page":"69-97","source":"Crossref","is-referenced-by-count":3,"title":["Morphological disambiguation of Hebrew: a case study in classifier combination"],"prefix":"10.1017","volume":"20","author":[{"given":"GENNADI","family":"LEMBERSKY","sequence":"first","affiliation":[]},{"given":"DANNY","family":"SHACHAM","sequence":"additional","affiliation":[]},{"given":"SHULY","family":"WINTNER","sequence":"additional","affiliation":[]}],"member":"56","published-online":{"date-parts":[[2012,7,26]]},"reference":[{"key":"S1351324912000216_ref4","volume-title":"Proceedings of the Sixth International Conference on Language Resources and Evaluation (LREC'08)","author":"Adler","year":"2008"},{"key":"S1351324912000216_ref35","first-page":"49","volume-title":"Proceedings of the COLING\/ACL 2006 Student Research Workshop","author":"Tsarfaty","year":"2006"},{"key":"S1351324912000216_ref37","doi-asserted-by":"publisher","DOI":"10.1017\/S1351324906004384"},{"key":"S1351324912000216_ref34","first-page":"347","article-title":"Building a tree-bank of Modern Hebrew text","volume":"42","author":"Sima'an","year":"2001","journal-title":"Traitement Automatique des Langues"},{"key":"S1351324912000216_ref33","volume-title":"Proceedings of the Conference on Empirical Methods in Natural Language Processing and the Conference on Computational Natural Language Learning (EMNLP-CoNLL 2007)","author":"Shacham","year":"2007"},{"key":"S1351324912000216_ref32","unstructured":"Segal E. October 1999. Hebrew Morphological Analyzer for Hebrew Undotted Texts. Master's thesis, Technion, Israel Institute of Technology, Haifa, Israel (in Hebrew)."},{"key":"S1351324912000216_ref30","first-page":"1136","volume-title":"The 17th International Conference on Computational Linguistics (COLING-ACL 98)","author":"Roth","year":"1998"},{"key":"S1351324912000216_ref31","unstructured":"Segal E. 1997. Morphological analyzer for unvocalized Hebrew words. Unpublished work. http:\/\/www.cs.technion.ac.il\/~erelsgl\/hmntx.zip Accessed 15 July, 2012."},{"key":"S1351324912000216_ref24","volume-title":"Foundations of Statistical Natural Language Processing","author":"Manning","year":"1999"},{"key":"S1351324912000216_ref20","first-page":"282","volume-title":"Proceedings of the 18th International Conference on Machine Learning (ICML-01)","author":"Lafferty","year":"2001"},{"key":"S1351324912000216_ref22","unstructured":"Lembersky G. March 2003. Named Entity Recognition in Hebrew. Master's thesis, Department of Computer Science, Ben Gurion University, Beer Sheva, Israel (in Hebrew)."},{"key":"S1351324912000216_ref19","doi-asserted-by":"publisher","DOI":"10.1007\/s10579-007-9050-8"},{"key":"S1351324912000216_ref36","doi-asserted-by":"publisher","DOI":"10.1017\/S1351324907004676"},{"key":"S1351324912000216_ref27","doi-asserted-by":"publisher","DOI":"10.1093\/comjnl\/7.2.155"},{"key":"S1351324912000216_ref15","first-page":"371","volume-title":"Proceedings of ACL-08: HLT","author":"Goldberg","year":"2008"},{"key":"S1351324912000216_ref6","doi-asserted-by":"publisher","DOI":"10.1017\/S135132490700455X"},{"key":"S1351324912000216_ref14","first-page":"175","volume-title":"Proceedings of CoNLL-2002","author":"Florian","year":"2002"},{"key":"S1351324912000216_ref1","first-page":"665","volume-title":"Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics","author":"Adler","year":"2006"},{"key":"S1351324912000216_ref5","doi-asserted-by":"publisher","DOI":"10.3115\/1621787.1621796"},{"key":"S1351324912000216_ref23","first-page":"383","article-title":"Learning morpho-lexical probabilities from an untagged corpus with an application to Hebrew","volume":"21","author":"Levinger","year":"1995","journal-title":"Computational Linguistics"},{"key":"S1351324912000216_ref10","doi-asserted-by":"publisher","DOI":"10.3115\/974499.974523"},{"key":"S1351324912000216_ref13","doi-asserted-by":"publisher","DOI":"10.1162\/coli.2008.07-002-R1-06-30"},{"key":"S1351324912000216_ref26","volume-title":"Proceedings of Eighteenth International Conference on Machine Learning (ICML-00)","author":"McCallum","year":"2000"},{"key":"S1351324912000216_ref2","unstructured":"Adler M. 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