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We describe a deployed scalable system for organizing published scientific literature into a heterogeneous graph to facilitate algorithmic manipulation and discovery.
Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber. 1997 · 1997
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Author disambiguation using error-driven machine learning with a ranking loss function
Aron Culotta, Pallika Kanani, Robert Hall, Michael Wick, and Andrew D. McCallum. 2007 · 2007
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Frustratingly easy domain adaptation
Hal Daumé. 2007 · 2007
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Distant supervision for relation extraction without labeled data
Mike Mintz, Steven Bills, Rion Snow, and Daniel Jurafsky. 2009 · 2009
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TAGME: on-the-fly annotation of short text fragments (by wikipedia entities)
Paolo Ferragina and Ugo Scaiella. 2010 · 2010
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Natural language processing (almost) from scratch
Ronan Collobert, Jason Weston, Léon Bottou, Michael Karlen, Koray Kavukcuoglu, and Pavel P. Kuksa. 2011 · 2011
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Search needs a shake-up
Oren Etzioni. 2011 · 2011
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Exploiting mesh indexing in medline to generate a data set for word sense disambiguation
Antonio J. Jimeno-Yepes, Bridget T. McInnes, and Alan R. Aronson. 2011 · 2011
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Clinical review: Efficacy of antimicrobial-impregnated catheters in external ventricular drainage - a systematic review and meta-analysis
Xiang Wang, Yan Dong, Xiang qian Qi, Yi-Ming Li, Cheng-Guang Huang, and Lijun Hou. 2013 · 2013
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GloVe: Global vectors for word representation
Jeffrey Pennington, Richard Socher, and Christopher D. Manning. 2014 · 2014
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CiteSeerX: AI in a digital library search engine
Jian Wu, Kyle Williams, Hung-Hsuan Chen, Madian Khabsa, Cornelia Caragea, Alexander Ororbia, Douglas Jordan, and C. Lee Giles. 2014 · 2014
Cited alongside, same era.
TabEL: entity linking in web tables
Chandra Bhagavatula, Thanapon Noraset, and Doug Downey. 2015 · 2015
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CHEMDNER: The drugs and chemical names extraction challenge
Martin Krallinger, Florian Leitner, Obdulia Rabal, Miguel Vazquez, Julen Oyarzabal, and Alfonso Valencia. 2015 · 2015
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Design challenges for entity linking
Xiao Ling, Sameer Singh, and Daniel S. Weld. 2015 · 2015
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Identifying meaningful citations
Marco Valenzuela, Vu Ha, and Oren Etzioni. 2015 · 2015
Cited alongside, same era.
Semeval 2017 task 10 (scienceie): Extracting keyphrases and relations from scientific publications
Isabelle Augenstein, Mrinal Das, Sebastian Riedel, Lakshmi Vikraman, and Andrew D. McCallum. 2017 · 2017
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MetaMap Lite: an evaluation of a new Java implementation of MetaMap
Dina Demner-Fushman, Willie J. Rogers, and Alan R. Aronson. 2017 · 2017
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Swanson linking revisited: Accelerating literature-based discovery across domains using a conceptual influence graph
Gus Hahn-Powell, Marco Antonio Valenzuela-Escarcega, and Mihai Surdeanu. 2017 · 2017
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Learning a neural semantic parser from user feedback
Srinivasan Iyer, Ioannis Konstas, Alvin Cheung, Jayant Krishnamurthy, and Luke S. Zettlemoyer. 2017 · 2017
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Semi-supervised sequence tagging with bidirectional language models
Matthew E. Peters, Waleed Ammar, Chandra Bhagavatula, and Russell Power. 2017 · 2017
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Neural architectures for named entity recognition
Guillaume Lample, Miguel Ballesteros, Sandeep K Subramanian, Kazuya Kawakami, and Chris Dyer. 2016 · 2016
Cited alongside, same era.
Biocreative v cdr task corpus: a resource for chemical disease relation extraction
Jiao Li, Yueping Sun, Robin J. Johnson, Daniela Sciaky, Chih-Hsuan Wei, Robert Leaman, Allan Peter Davis, Carolyn J. Mattingly, Thomas C. Wiegers, and Zhiyong Lu. 2016 · 2016
Cited alongside, same era.
The ai2 system at semeval-2017 task 10 (scienceie): semi-supervised end-to-end entity and relation extraction
Waleed Ammar, Matthew E. Peters, Chandra Bhagavatula, and Russell Power. 2017 · 2017
Cited alongside, same era.
Learning to predict citation-based impact measures
Luca Weihs and Oren Etzioni. 2017 · 2017
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Explicit semantic ranking for academic search via knowledge graph embedding
Chenyan Xiong, Russell Power, and Jamie Callan. 2017 · 2017
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Content-based citation recommendation
Chandra Bhagavatula, Sergey Feldman, Russell Power, and Waleed Ammar. 2018 · 2018
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Extracting scientific figures with distantly supervised neural networks
Noah Siegel, Nicholas Lourie, Russell Power, and Waleed Ammar. 2018 · 2018
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