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Deep neural models achieve some of the best results for semantic role labeling.
Parsing all: Syntax and semantics, dependencies and spans
Junru Zhou, Zuchao Li, and Hai Zhao. 2019 · 1908
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Dependency and span, cross-style semantic role labeling on propbank and nombank
Zuchao Li, Shexia He, Junru Zhou, Hai Zhao, Kevin Parnow, and Rui Wang. 2019 · 1911
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Automatic labeling of semantic roles
Daniel Gildea and Daniel Jurafsky. 2002 · 2002
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Introduction to the conll-2005 shared task: Semantic role labeling
Xavier Carreras and Lluís Màrquez. 2005 · 2005
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Semantic role labeling as sequential tagging
Lluís Màrquez Villodre, Pere Comas, Jesús Giménez, and Neus Català. 2005 · 2005
Earlier work this paper cites.
Speech and language processing: an introduction to natural language processing
Daniel Jurafsky and James H. Martin. 2008 · 2008
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The importance of syntactic parsing and inference in semantic role labeling
Vasin Punyakanok, Dan Roth, and Wen-tau Yih. 2008 · 2008
Earlier work this paper cites.
The conll-2009 shared task: Syntactic and semantic dependencies in multiple languages
Jan Hajič, Massimiliano Ciaramita, Richard Johansson, Daisuke Kawahara, Maria Antònia Martí, Lluís Màrquez, Adam Meyers, Joakim Nivre, Sebastian Padó, Jan Štěpánek, et al. 2009 · 2009
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Conll-2012 shared task: Modeling multilingual unrestricted coreference in ontonotes
Sameer Pradhan, Alessandro Moschitti, Nianwen Xue, Olga Uryupina, and Yuchen Zhang. 2012 · 2012
Earlier work this paper cites.
Adam: A method for stochastic optimization
Diederik P. Kingma and Jimmy Ba. 2015 · 2015
Cited alongside, same era.
K-srl: Instance-based learning for semantic role labeling
Alan Akbik and Yunyao Li. 2016b · 2016
Cited alongside, same era.
Improving neural language models with a continuous cache
Edouard Grave, Armand Joulin, and Nicolas Usunier. 2016 · 2016
Cited alongside, same era.
Neural semantic role labeling with dependency path embeddings
Michael Roth and Mirella Lapata. 2016 · 2016
Cited alongside, same era.
Unbounded cache model for online language modeling with open vocabulary
Edouard Grave, Moustapha Cissé, and Armand Joulin. 2017 · 2017
Cited alongside, same era.
A unified syntax-aware framework for semantic role labeling
Zuchao Li, Shexia He, Jiaxun Cai, Zhuosheng Zhang, Hai Zhao, Gongshen Liu, Linlin Li, and Luo Si. 2018 · 2018
Later among the works it cites.
A span selection model for semantic role labeling
Hiroki Ouchi, Hiroyuki Shindo, and Yuji Matsumoto. 2018 · 2018
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Deep contextualized word representations
Matthew E. Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, and Luke S. Zettlemoyer. 2018 · 2018
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Fast parametric learning with activation memorization
Jack W. Rae, Chris Dyer, Peter Dayan, and Timothy P. Lillicrap. 2018 · 2018
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Memory-based parameter adaptation
Pablo Sprechmann, Siddhant M. Jayakumar, Jack W. Rae, Alexander Pritzel, Adrià Puigdomènech Badia, Benigno Uria, Oriol Vinyals, Demis Hassabis, Razvan Pascanu, and Charles Blundell. 2018 · 2018
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A simple and accurate syntax-agnostic neural model for dependency-based semantic role labeling
Diego Marcheggiani, Anton Frolov, and Ivan Titov. 2017 · 2017
Cited alongside, same era.
Encoding sentences with graph convolutional networks for semantic role labeling
Diego Marcheggiani and Ivan Titov. 2017a · 2017
Cited alongside, same era.
A full end-to-end semantic role labeler, syntactic-agnostic over syntactic-aware?
Jiaxun Cai, Shexia He, Zuchao Li, and Hai Zhao. 2018 · 2018
Cited alongside, same era.
Bert: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018 · 2018
Cited alongside, same era.
K-srl: Instance-based learning for semantic role labeling
Alan Akbik and Yunyao Li. 2016a
Cited in the paper.
Jointly predicting predicates and arguments in neural semantic role labeling
Luheng He, Kenton Lee, Omer Levy, and Luke Zettlemoyer. 2018a
Cited in the paper.
Jointly predicting predicates and arguments in neural semantic role labeling
Luheng He, Kenton Lee, Omer Levy, and Luke S. Zettlemoyer. 2018b
Cited in the paper.
Linguistically-informed self-attention for semantic role labeling
Emma Strubell, Patrick Verga, Daniel Andor, David Weiss, and Andrew McCallum. 2018a · 2018
Later among the works it cites.
Syntax for semantic role labeling, to be, or not to be
Hai Zhao, Shexia He, Zuchao Li, and Hongxiao Bai. 2018 · 2018
Later among the works it cites.
Semantic role labeling with associated memory network
Chaoyu Guan, Yuhao Cheng, and Hai Zhao. 2019 · 2019
Later among the works it cites.
Syntax-aware neural semantic role labeling with supertags
Jungo Kasai, Dan Friedman, Robert Frank, Dragomir Radev, and Owen Rambow. 2019 · 2019
Later among the works it cites.