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Commonsense knowledge (CSK) supports a variety of AI applications, from visual understanding to chatbots.
Randomized rounding: a technique for provably good algorithms and algorithmic proofs
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Yago: a core of semantic knowledge
Fabian M Suchanek, Gjergji Kasneci, and Gerhard Weikum · 2007
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Here or there: Preference judgments for relevance
Ben Carterette, Paul N Bennett, David Maxwell Chickering, and Susan T Dumais · 2008
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Markov Logic: An Interface Layer for Artificial Intelligence
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Sofie: a self-organizing framework for information extraction
Fabian M Suchanek, Mauro Sozio, and Gerhard Weikum · 2009
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Toward an architecture for never-ending language learning
Andrew Carlson, Justin Betteridge, Bryan Kisiel, Burr Settles, Estevam R Hruschka, and Tom M Mitchell · 2010
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Making a science of model search: Hyperparameter optimization in hundreds of dimensions for vision architectures
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Yago2: A spatially and temporally enhanced knowledge base from wikipedia
Johannes Hoffart, Fabian M. Suchanek, Klaus Berberich, and Gerhard Weikum · 2013
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Distributed representations of words and phrases and their compositionality
Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S Corrado, and Jeff Dean · 2013
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Knowledge graph identification
Jay Pujara, Hui Miao, Lise Getoor, and William Cohen · 2013
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Approximation algorithms
Vijay V Vazirani · 2013
WebChild 2.0 : Fine-grained commonsense knowledge distillation
Niket Tandon, Gerard de Melo, and Gerhard Weikum · 2017
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AllenNLP: A deep semantic natural language processing platform
Matt Gardner, Joel Grus, Mark Neumann, Oyvind Tafjord, Pradeep Dasigi, Nelson F. Liu, Matthew Peters, Michael Schmitz, and Luke Zettlemoyer · 2018
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Happy ever after: Temporally attributed description logics
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Contextualization via qualifiers
Peter F Patel-Schneider · 2018
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Atomic: An atlas of machine commonsense for if-then reasoning
Maarten Sap, Ronan LeBras, Emily Allaway, Chandra Bhagavatula, Nicholas Lourie, Hannah Rashkin, Brendan Roof, Noah A Smith, and Yejin Choi · 2018
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COMET: commonsense transformers for automatic knowledge graph construction
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Glove: Global vectors for word representation
Jeffrey Pennington, Richard Socher, and Christopher Manning · 2014
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WebChild: harvesting and organizing commonsense knowledge from the web
Niket Tandon, Gerard de Melo, Fabian M. Suchanek, and Gerhard Weikum · 2014
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Wikidata: a free collaborative knowledgebase
Denny Vrandečić and Markus Krötzsch · 2014
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A large annotated corpus for learning natural language inference
Samuel R. Bowman, Gabor Angeli, Christopher Potts, and Christopher D. Manning · 2015
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Incremental knowledge base construction using deepdive
Jaeho Shin, Sen Wu, Feiran Wang, Christopher De Sa, Ce Zhang, and Christopher Ré · 2015
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Relationship queries on extended knowledge graphs
Mohamed Yahya, Denilson Barbosa, Klaus Berberich, Qiuyue Wang, and Gerhard Weikum · 2016
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Antoine Bosselut, Hannah Rashkin, Maarten Sap, Chaitanya Malaviya, Asli Çelikyilmaz, and Yejin Choi · 2019
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Embedding uncertain knowledge graphs
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Bert: Pre-training of deep bidirectional transformers for language understanding
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Gurobi optimizer reference manual, 2019
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Industry-scale knowledge graphs: lessons and challenges
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Explain yourself! leveraging language models for commonsense reasoning
Nazneen Fatema Rajani, Bryan McCann, Caiming Xiong, and Richard Socher · 2019
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Commonsense properties from query logs and question answering forums
Julien Romero, Simon Razniewski, Koninika Pal, Jeff Z. Pan, Archit Sakhadeo, and Gerhard Weikum · 2019
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Engaging image captioning via personality
Kurt Shuster, Samuel Humeau, Hexiang Hu, Antoine Bordes, and Jason Weston · 2019
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CommonsenseQA: A question answering challenge targeting commonsense knowledge
Alon Talmor, Jonathan Herzig, Nicholas Lourie, and Jonathan Berant · 2019
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Enhancing topic-to-essay generation with external commonsense knowledge
Pengcheng Yang, Lei Li, Fuli Luo, Tianyu Liu, and Xu Sun · 2019
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