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Recent papers have shown that neural networks obtain state-of-the-art performance on several different sequence tagging tasks.
Inducing multilingual text analysis tools via robust projection across aligned corpora
David Yarowsky, Grace Ngai, and Richard Wicentowski · 2001
Earlier work this paper cites.
Genia corpus—a semantically annotated corpus for bio-textmining
J-D Kim, Tomoko Ohta, Yuka Tateisi, and Jun’ichi Tsujii · 2003
Earlier work this paper cites.
Feature-rich part-of-speech tagging with a cyclic dependency network
Kristina Toutanova, Dan Klein, Christopher D Manning, and Yoram Singer · 2003
Earlier work this paper cites.
A framework for learning predictive structures from multiple tasks and unlabeled data
Rie Kubota Ando and Tong Zhang · 2005
Earlier work this paper cites.
Hierarchical bayesian domain adaptation
Jenny Rose Finkel and Christopher D Manning · 2009
Earlier work this paper cites.
Design challenges and misconceptions in named entity recognition
Lev Ratinov and Dan Roth · 2009
Earlier work this paper cites.
Softmax-margin crfs: Training log-linear models with cost functions
Kevin Gimpel and Noah A Smith · 2010
Earlier work this paper cites.
A survey on transfer learning
Sinno Jialin Pan and Qiang Yang · 2010
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Co-training for domain adaptation
Minmin Chen, Kilian Q Weinberger, and John Blitzer · 2011
Earlier work this paper cites.
Natural language processing (almost) from scratch
Ronan Collobert, Jason Weston, Léon Bottou, Michael Karlen, Koray Kavukcuoglu, and Pavel Kuksa · 2011
Earlier work this paper cites.
Adaptive subgradient methods for online learning and stochastic optimization
John Duchi, Elad Hazan, and Yoram Singer · 2011
Cited alongside, same era.
Named entity recognition in tweets: an experimental study
Alan Ritter, Sam Clark, Oren Etzioni, et al · 2011
Cited alongside, same era.
Polyglot: Distributed word representations for multilingual nlp
Rami Al-Rfou, Bryan Perozzi, and Steven Skiena · 2013
Cited alongside, same era.
A token centric part-of-speech tagger for biomedical text
Neil Barrett and Jens Weber-Jahnke · 2014
Cited alongside, same era.
On the properties of neural machine translation: Encoder-decoder approaches
Kyunghyun Cho, Bart van Merriënboer, Dzmitry Bahdanau, and Yoshua Bengio · 2014
Cited alongside, same era.
Lexicon infused phrase embeddings for named entity resolution
Alexandre Passos, Vineet Kumar, and Andrew McCallum · 2014
Multilingual language processing from bytes
Dan Gillick, Cliff Brunk, Oriol Vinyals, and Amarnag Subramanya · 2015
Later among the works it cites.
Bidirectional lstm-crf models for sequence tagging
Zhiheng Huang, Wei Xu, and Kai Yu · 2015
Later among the works it cites.
New transfer learning techniques for disparate label sets
Young-Bum Kim, Karl Stratos, Ruhi Sarikaya, and Minwoo Jeong · 2015
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Finding function in form: Compositional character models for open vocabulary word representation
Wang Ling, Tiago Luís, Luís Marujo, Ramón Fernandez Astudillo, Silvio Amir, Chris Dyer, Alan W Black, and Isabel Trancoso · 2015
Later among the works it cites.
Joint named entity recognition and disambiguation
Gang Luo, Xiaojiang Huang, Chin-Yew Lin, and Zaiqing Nie · 2015
Later among the works it cites.
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Cited alongside, same era.
Glove: Global vectors for word representation
Jeffrey Pennington, Richard Socher, and Christopher D Manning · 2014
Cited alongside, same era.
Flors: Fast and simple domain adaptation for part-of-speech tagging
Tobias Schnabel and Hinrich Schütze · 2014
Cited alongside, same era.
Cross-lingual pseudo-projected expectation regularization for weakly supervised learning
Mengqiu Wang and Christopher D Manning · 2014
Cited alongside, same era.
Named entity recognition with bidirectional lstm-cnns
Jason PC Chiu and Eric Nichols · 2015
Cited alongside, same era.
Cross-lingual transfer of named entity recognizers without parallel corpora
Ayah Zirikly and Masato Hagiwara · 2015
Later among the works it cites.
Neural architectures for named entity recognition
Guillaume Lample, Miguel Ballesteros, Sandeep Subramanian, Kazuya Kawakami, and Chris Dyer · 2016
Later among the works it cites.
End-to-end sequence labeling via bi-directional lstm-cnns-crf
Xuezhe Ma and Eduard Hovy · 2016
Later among the works it cites.
Improving named entity recognition for chinese social media with word segmentation representation learning
Nanyun Peng and Mark Dredze · 2016
Later among the works it cites.