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As for semantic role labeling (SRL) task, when it comes to utilizing parsing information, both traditional methods and recent recurrent neural network (RNN) based methods use the feature engineering way.
Automatic labeling of semantic roles
Daniel Gildea and Daniel Jurafsky. 2002 · 2002
Earlier work this paper cites.
Annotating the propositions in the penn chinese treebank
Nianwen Xue and Martha Palmer. 2003 · 2003
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Shallow semantic parsing of chinese
Honglin Sun and Daniel Jurafsky. 2004 · 2004
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Semantic role chunking combining complementary syntactic views
Sameer Pradhan, Kadri Hacioglu, Wayne Ward, James H Martin, and Daniel Jurafsky. 2005 · 2005
Earlier work this paper cites.
Automatic semantic role labeling for chinese verbs
Nianwen Xue and Martha Palmer. 2005 · 2005
Earlier work this paper cites.
An empirical study of chinese chunking
Wenliang Chen, Yujie Zhang, and Hitoshi Isahara. 2006 · 2006
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A unified architecture for natural language processing: Deep neural networks with multitask learning
Ronan Collobert and Jason Weston. 2008 · 2008
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Improving chinese semantic role classification with hierarchical feature selection strategy
Weiwei Ding and Baobao Chang. 2008 · 2008
Earlier work this paper cites.
The importance of syntactic parsing and inference in semantic role labeling
Vasin Punyakanok, Dan Roth, and Wen-tau Yih. 2008 · 2008
Cited alongside, same era.
Labeling chinese predicates with semantic roles
Nianwen Xue. 2008 · 2008
Cited alongside, same era.
Word based chinese semantic role labeling with semantic chunking
Weiwei Ding and Baobao Chang. 2009 · 2009
Cited alongside, same era.
Chinese semantic role labeling with shallow parsing
Weiwei Sun, Zhifang Sui, Meng Wang, and Xin Wang. 2009 · 2009
Cited alongside, same era.
Improving chinese semantic role labeling with rich syntactic features
Weiwei Sun. 2010 · 2010
Cited alongside, same era.
Shallow semantic trees for smt
Wilker Aziz, Miguel Rios, and Lucia Specia. 2011 · 2011
Cited alongside, same era.
A fast and accurate dependency parser using neural networks
Danqi Chen and Christopher D Manning. 2014 · 2014
Later among the works it cites.
Multi-predicate semantic role labeling
Haitong Yang, Chengqing Zong, et al. 2014 · 2014
Later among the works it cites.
Chinese semantic role labeling with bidirectional recurrent neural networks
Zhen Wang, Tingsong Jiang, Baobao Chang, and Zhifang Sui. 2015 · 2015
Later among the works it cites.
End-to-end learning of semantic role labeling using recurrent neural networks
Jie Zhou and Wei Xu. 2015 · 2015
Later among the works it cites.
Neural semantic role labeling with dependency path embeddings
Michael Roth and Mirella Lapata. 2016 · 2016
Later among the works it cites.
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Modeling the translation of predicate-argument structure for smt
Deyi Xiong, Min Zhang, and Haizhou Li. 2012 · 2012
Cited alongside, same era.
Lei Sha, Tingsong Jiang, Sujian Li, Baobao Chang, and Zhifang Sui. 2016 · 2016
Later among the works it cites.
An empirical exploration of skip connections for sequential tagging
Huijia Wu, Jiajun Zhang, and Chengqing Zong. 2016 · 2016
Later among the works it cites.