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There is an increasing interest in studying natural language and computer code together, as large corpora of programming texts become readily available on the Internet.
Using Similarity Measures to Select Pretraining Data for NER
Xiang Dai, Sarvnaz Karimi, Ben Hachey, and Cecile Paris. 2019 · 1904
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A Coefficient of Agreement for Nominal Scales
Jacob Cohen. 1960 · 1960
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Introduction to the CoNLL-2003 Shared Task: Language-Independent Named Entity Recognition
Erik F Tjong Kim Sang and Fien De Meulder. 2003 · 2003
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Introduction to the Bio-entity Recognition Task at JNLPBA
Nigel Collier and Jin-Dong Kim. 2004 · 2004
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Arabic Named Entity Recognition using Optimized Feature Sets
Yassine Benajiba, Mona Diab, and Paolo Rosso. 2008 · 2008
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Natural Language Processing with Python
Steven Bird, Ewan Klein, and Edward Loper. 2009 · 2009
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Annotating Named Entities in Twitter Data with Crowdsourcing
Tim Finin, Will Murnane, Anand Karandikar, Nicholas Keller, Justin Martineau, and Mark Dredze. 2010 · 2010
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Natural Language Processing (almost) from Scratch
Ronan Collobert, Jason Weston, Léon Bottou, Michael Karlen, Koray Kavukcuoglu, and Pavel Kuksa. 2011 · 2011
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Part-of-speech Tagging for Twitter: Annotation, Features, and Experiments
Kevin Gimpel, Nathan Schneider, Brendan O’Connor, Dipanjan Das, Daniel Mills, Jacob Eisenstein, Michael Heilman, Dani Yogatama, Jeffrey Flanigan, and Noah A. Smith. 2011 · 2011
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Named Entity Recognition in Tweets: An Experimental Study
Alan Ritter, Sam Clark, Mausam, and Oren Etzioni. 2011 · 2011
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Oakley supercomputer
Ohio Supercomputer Center. 2012 · 2012
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GHTorrent: Github’s Data from a Firehose
G. Gousios and D. Spinellis. 2012 · 2012
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Annotated Gigaword
Courtney Napoles, Matthew Gormley, and Benjamin Van Durme. 2012 · 2012
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brat: a Web-based Tool for NLP-Assisted Text Annotation
Pontus Stenetorp, Sampo Pyysalo, Goran Topić, Tomoko Ohta, Sophia Ananiadou, and Jun’ichi Tsujii. 2012 · 2012
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The Stanford CoreNLP Natural Language Processing Toolkit
Christopher D. Manning, Mihai Surdeanu, John Bauer, Jenny Finkel, Steven J. Bethard, and David McClosky. 2014 · 2014
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GloVe: Global Vectors for Word Representation
Jeffrey Pennington, Richard Socher, and Christopher D. Manning. 2014 · 2014
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Learning part-of-speech taggers with inter-annotator agreement loss
Barbara Plank, Dirk Hovy, and Anders Søgaard. 2014 · 2014
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Great Question! Question Quality in Community Q&A
Sujith Ravi, Bo Pang, Vibhor Rastogi, and Ravi Kumar. 2014 · 2014
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Analysis of Named Entity Recognition and Linking for Tweets
Leon Derczynski, Diana Maynard, Giuseppe Rizzo, Marieke Van Erp, Genevieve Gorrell, Raphaël Troncy, Johann Petrak, and Kalina Bontcheva. 2015 · 2015
Cited alongside, same era.
KB-LDA: Jointly Learning a Knowledge Base of Hierarchy, Relations, and Facts
Dana Movshovitz-Attias and William W Cohen. 2015 · 2015
Cited alongside, same era.
Language to Code: Learning Semantic Parsers for If-This-Then-That Recipes
Chris Quirk, Raymond Mooney, and Michel Galley. 2015 · 2015
Cited alongside, same era.
Summarizing Source Code using a Neural Attention Model
Srinivasan Iyer, Ioannis Konstas, Alvin Cheung, and Luke Zettlemoyer. 2016 · 2016
Cited alongside, same era.
FastText.zip: Compressing Text Classification Models
Armand Joulin, Edouard Grave, Piotr Bojanowski, Matthijs Douze, Hérve Jégou, and Tomas Mikolov. 2016 · 2016
Cited alongside, same era.
Ultra-Fine Entity Typing
Eunsol Choi, Omer Levy, Yejin Choi, and Luke Zettlemoyer. 2018 · 2018
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Transfer Learning for Biomedical Named Entity Recognition with Neural Networks
John M Giorgi and Gary Bader. 2018 · 2018
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Marginal Likelihood Training of BiLSTM-CRF for Biomedical Named Entity Recognition from Disjoint Label Sets
Nathan Greenberg, Trapit Bansal, Patrick Verga, and Andrew McCallum. 2018 · 2018
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An Annotated Corpus for Machine Reading of Instructions in Wet Lab Protocols
Chaitanya Kulkarni, Wei Xu, Alan Ritter, and Raghu Machiraju. 2018 · 2018
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A Word-Complexity Lexicon and A Neural Readability Ranking Model for Lexical Simplification
Mounica Maddela and Wei Xu. 2018 · 2018
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Deep Contextualized Word Representations
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Neural Architectures for Named Entity Recognition
Guillaume Lample, Miguel Ballesteros, Sandeep Subramanian, Kazuya Kawakami, and Chris Dyer. 2016 · 2016
Cited alongside, same era.
Bidirectional LSTM for Named Entity Recognition in Twitter Messages
Nut Limsopatham and Nigel Collier. 2016 · 2016
Cited alongside, same era.
Neural Networks Models for Entity Discovery and Linking
Dan Liu, Wei Lin, Shiliang Zhang, Si Wei, and Hui Jiang. 2016 · 2016
Cited alongside, same era.
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF
Xuezhe Ma and Eduard Hovy. 2016 · 2016
Cited alongside, same era.
Hierarchical Attention Networks for Document Classification
Zichao Yang, Diyi Yang, Chris Dyer, Xiaodong He, Alex Smola, and Eduard Hovy. 2016 · 2016
Cited alongside, same era.
Software-specific Named Entity Recognition in Software Engineering Social Content
Deheng Ye, Zhenchang Xing, Chee Yong Foo, Zi Qun Ang, Jing Li, and Nachiket Kapre. 2016 · 2016
Cited alongside, same era.
A Multi-task Approach for Named Entity Recognition in Social Media Data
Gustavo Aguilar, Suraj Maharjan, Adrian Pastor López-Monroy, and Thamar Solorio. 2017 · 2017
Cited alongside, same era.
Matthew E. Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, and Luke Zettlemoyer. 2018 · 2018
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In-domain Context-aware Token Embeddings Improve Biomedical Named Entity Recognition
Golnar Sheikhshabbafghi, Inanc Birol, and Anoop Sarkar. 2018 · 2018
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Evaluating the Utility of Hand-crafted Features in Sequence Labelling
Minghao Wu, Fei Liu, and Trevor Cohn. 2018 · 2018
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Neural Cross-Lingual Named Entity Recognition with Minimal Resources
Jiateng Xie, Zhilin Yang, Graham Neubig, Noah A Smith, and Jaime Carbonell. 2018 · 2018
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Distantly Supervised NER with Partial Annotation Learning and Reinforcement Learning
Yaosheng Yang, Wenliang Chen, Zhenghua Li, Zhengqiu He, and Min Zhang. 2018 · 2018
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TRANX: A Transition-based Neural Abstract Syntax Parser for Semantic Parsing and Code Generation
Pengcheng Yin and Graham Neubig. 2018 · 2018
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Adaptive Co-attention Network for Named Entity Recognition in Tweets
Qi Zhang, Jinlan Fu, Xiaoyu Liu, and Xuanjing Huang. 2018 · 2018
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Cloze-driven pretraining of self-attention networks
Alexei Baevski, Sergey Edunov, Yinhan Liu, Luke Zettlemoyer, and Michael Auli. 2019 · 2019
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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
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Learning to Denoise Distantly-Labeled Data for Entity Typing
Yasumasa Onoe and Greg Durrett. 2019 · 2019
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Question Relatedness on Stack Overflow: The Task, Dataset, and Corpus-inspired Models
Amirreza Shirani, Bowen Xu, David Lo Lo, Thamar Solorio, and Amin Alipour. 2019 · 2019
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CoaCor: Code Annotation for Code Retrieval with Reinforcement Learning
Ziyu Yao, Jayavardhan Reddy Peddamail, and Huan Sun. 2019 · 2019
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