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Analogy-making gives rise to reasoning, abstraction, flexible categorization and counterfactual inference -- abilities lacking in even the best AI systems today.
Language models are few-shot learners
Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel Ziegler, Jeffrey Wu, Clemens Winter, Chris Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, and Dario Amodei. 2020 · 1901
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Everything happens for a reason: Discovering the purpose of actions in procedural text
Bhavana Dalvi, Niket Tandon, Antoine Bosselut, Wen tau Yih, and Peter Clark. 2019 · 1909
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Structure-mapping: A theoretical framework for analogy
Dedre Gentner. 1983 · 1983
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Analogical thinking and human intelligence
Keith J Holyoak. 1984 · 1984
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Society of mind
Marvin Minsky. 1988 · 1988
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The structure-mapping engine: Algorithm and examples
Brian Falkenhainer, Kenneth D Forbus, and Dedre Gentner. 1989 · 1989
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High-level perception, representation, and analogy: A critique of artificial intelligence methodology
David J Chalmers, Robert M French, and Douglas R Hofstadter. 1992 · 1992
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The roles of similarity in transfer: Separating retrievability from inferential soundness
Dedre Gentner, Mary Jo Rattermann, and Kenneth D Forbus. 1993 · 1993
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The computational modeling of analogy-making
Robert M French. 2002 · 2002
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Automatic Labeling of Semantic Roles
Daniel Gildea and Daniel Jurafsky. 2002 · 2002
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Four decades of research in science education: from curriculum development to quality improvement
Silke Mikelskis-Seifert, Ute Ringelband, and Maja Brückmann. 2008 · 2008
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The latent relation mapping engine: Algorithm and experiments
Peter D Turney. 2008 · 2008
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Inducing alignment structure with gated graph attention networks for sentence matching
Peng Cui, Le Hu, and Yuanchao Liu. 2020 · 2010
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Cogsketch: Sketch understanding for cognitive science research and for education
Kenneth Forbus, Jeffrey Usher, Andrew Lovett, Kate Lockwood, and Jon Wetzel. 2011 · 2011
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Computational models of analogy
Dedre Gentner and Kenneth D Forbus. 2011 · 2011
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Surfaces and essences: Analogy as the fuel and fire of thinking
Douglas R Hofstadter and Emmanuel Sander. 2013 · 2013
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Distributed representations of words and phrases and their compositionality
Tracking state changes in procedural text: A challenge dataset and models for process paragraph comprehension
Bhavana Dalvi, Lifu Huang, Niket Tandon, Wen tau Yih, and Peter Clark. 2018 · 2018
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Nicholas FitzGerald, Julian Michael, Luheng He, and Luke Zettlemoyer. 2018 · 2018
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Reasoning about actions and state changes by injecting commonsense knowledge
Niket Tandon, Bhavana Dalvi, Joel Grus, Wen tau Yih, Antoine Bosselut, and Peter Clark. 2018 · 2018
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Scaling up analogical innovation with crowds and ai
Aniket Kittur, Lixiu Yu, Tom Hope, Joel Chan, Hila Lifshitz-Assaf, Karni Gilon, Felicia Ng, Robert E Kraut, and Dafna Shahaf. 2019 · 2019
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Sentence-bert: Sentence embeddings using siamese bert-networks
Nils Reimers and Iryna Gurevych. 2019 · 2019
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Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S Corrado, and Jeff Dean. 2013 · 2013
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Issues in evaluating semantic spaces using word analogies
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Mikael Henaff, Jason Weston, Arthur D. Szlam, Antoine Bordes, and Yann LeCun. 2017 · 2017
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Tom Hope, Joel Chan, Aniket Kittur, and Dafna Shahaf. 2017 · 2017
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Simulating action dynamics with neural process networks
Antoine Bosselut, Omer Levy, Ari Holtzman, Corin Ennis, Dieter Fox, and Yejin Choi. 2018 · 2018
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Abstraction and analogy-making in artificial intelligence
Melanie Mitchell. 2021a
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Verbal analogy problem sets: An inventory of testing materials
Nicholas Ichien, Hongjing Lu, and Keith J. Holyoak. 2020 · 2020
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Controlled crowdsourcing for high-quality qa-srl annotation
Paul Roit, Ayal Klein, Daniela Stepanov, Jonathan Mamou, Julian Michael, Gabriel Stanovsky, Luke Zettlemoyer, and Ido Dagan. 2020 · 2020
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Daniela Brook Weiss, Paul Roit, Ayal Klein, Ori Ernst, and Ido Dagan. 2021 · 2021
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Coreference resolution without span representations
Yuval Kirstain, Ori Ram, and Omer Levy. 2021 · 2021
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Bert is to nlp what alexnet is to cv: can pre-trained language models identify analogies?
Asahi Ushio, Luis Espinosa-Anke, Steven Schockaert, and Jose Camacho-Collados. 2021 · 2021
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Graph-based hierarchical relevance matching signals for ad-hoc retrieval
Xueli Yu, Weizhi Xu, Zeyu Cui, Shu Wu, and Liang Wang. 2021 · 2021
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