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Process."],"published-print":{"date-parts":[[2017,6,30]]},"abstract":"<jats:p>Although several semi-supervised learning models have been proposed for English event extraction, there are few successful stories in Chinese due to its special characteristics. In this article, we propose a novel minimally supervised model for Chinese event extraction from multiple views. Besides the traditional pattern similarity view (PSV), a semantic relationship view (SRV) is introduced to capture the relevant event mentions from relevant documents. Moreover, a morphological structure view (MSV) is incorporated to both infer more positive patterns and help filter negative patterns via morphological structure similarity. An evaluation of the ACE 2005 Chinese corpus shows that our minimally supervised model significantly outperforms several strong baselines.<\/jats:p>","DOI":"10.1145\/2994600","type":"journal-article","created":{"date-parts":[[2016,11,7]],"date-time":"2016-11-07T13:40:30Z","timestamp":1478526030000},"page":"1-16","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":4,"title":["Minimally Supervised Chinese Event Extraction from Multiple Views"],"prefix":"10.1145","volume":"16","author":[{"given":"Peifeng","family":"Li","sequence":"first","affiliation":[{"name":"Soochow University, Suzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guodong","family":"Zhou","sequence":"additional","affiliation":[{"name":"Soochow University, Suzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qiaoming","family":"Zhu","sequence":"additional","affiliation":[{"name":"Soochow University, Suzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2016,11,4]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.5555\/1629235.1629236"},{"volume-title":"Proceedings of the 2013 Conference on Empirical Methods on Natural Language Processing (EMNLP","year":"2013","author":"Balasubramanian Niranjan","key":"e_1_2_1_2_1"},{"key":"e_1_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/P15-2061"},{"volume-title":"Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies (ACL-HLT","year":"2008","author":"Chambers Nathanael","key":"e_1_2_1_4_1"},{"key":"e_1_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.5555\/1690219.1690231"},{"volume-title":"Proceedings of the 24th International Conference on Computational Linguistics (COLING","year":"2012","author":"Chen Chen","key":"e_1_2_1_6_1"},{"key":"e_1_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/P15-1017"},{"key":"e_1_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.5555\/1621829.1621838"},{"key":"e_1_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.5555\/1620853.1620910"},{"key":"e_1_2_1_10_1","doi-asserted-by":"crossref","unstructured":"Zhengdong Dong and Qiang Dong. 2006. 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Joint argument inference in chinese event extraction with argument consistency and event relevance. IEEE\/ACM Trans. Audio Speech 8 Language Processing 24 4 612--622. DOI: http:\/\/dx.doi.org\/10.1109\/TASLP.2015.2497148.   Peifeng Li and Guodong Zhou. 2016. Joint argument inference in chinese event extraction with argument consistency and event relevance. IEEE\/ACM Trans. Audio Speech 8 Language Processing 24 4 612--622. 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