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In this paper, we present and implement a multi-dimensional, modular framework for performing deep argument analysis (DeepA2) using current pre-trained language models (PTLMs).
Corpus wide argument mining - a working solution
L. Ein-Dor, Eyal Shnarch, Lena Dankin, Alon Halfon, Benjamin Sznajder, Ariel Gera, Carlos Alzate, Martin Gleize, Leshem Choshen, Yufang Hou, Yonatan Bilu, R. Aharonov, and N. Slonim. 2020 · 1911
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A large-scale dataset for argument quality ranking: Construction and analysis
Shai Gretz, Roni Friedman, Edo Cohen-Karlik, Assaf Toledo, Dan Lahav, R. Aharonov, and N. Slonim. 2020 · 1911
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A theory of legal argumentation: the theory of rational discourse as theory of legal justification
Robert Alexy. 1989 · 1989
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Reason and Argument , 2nd edition
Richard Feldman. 1998 · 1998
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Was es heißt, eine argumentation zu verstehen? - zur konstitutiven rolle von präsumtionen
Oliver R. Scholz. 2000 · 2000
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The Logic of Real Arguments , 2nd ed edition
Alec Fisher. 2004 · 2004
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Thibault Sellam, Dipanjan Das, and Ankur P Parikh. 2020 · 2004
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Leonardo De Moura and Nikolaj Bjørner. 2008 · 2008
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David Christensen. 2010 · 2010
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Just the arguments: 100 of the most important arguments in Western philosophy
Michael Bruce and Steven Barbone. 2011 · 2011
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An Introduction to Critical Thinking and Creativity: Think More, Think Better
Joe Y. F. Lau. 2011 · 2011
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Isabela Fairclough and Norman Fairclough. 2012 · 2012
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Proofwriter: Generating implications, proofs, and abductive statements over natural language
Oyvind Tafjord, Bhavana Dalvi Mishra, and Peter Clark. 2020 · 2012
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Critical Thinking: A Concise Guide , 4th edition edition
Tracey Bowell and Gary Kemp. 2014 · 2014
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Reconstructing arguments: Formalization and reflective equilibrium
Georg Brun. 2014 · 2014
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Argumentation mining on the web from information seeking perspective
Ivan Habernal, Judith Eckle-Kohler, and Iryna Gurevych. 2014 · 2014
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Argdown and the stacked masonry layout: Two user interfaces for non-expert users
Christian Voigt. 2014 · 2014
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Analysing practical argumentation
Georg Brun and Gregor Betz. 2016 · 2016
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The Argumentative Turn in Policy Analysis. Reasoning about Uncertainty
Sven Ove Hansson and Gertrude Hirsch-Hadorn, editors. 2016 · 2016
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Building an argument search engine for the web
Henning Wachsmuth, Martin Potthast, Khalid Al Khatib, Yamen Ajjour, Jana Puschmann, Jiani Qu, Jonas Dorsch, Viorel Morari, Janek Bevendorff, and Benno Stein. 2017 · 2017
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The argument reasoning comprehension task: Identification and reconstruction of implicit warrants
Ivan Habernal, Henning Wachsmuth, Iryna Gurevych, and Benno Stein. 2018 · 2018
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Argumentation mining: How can a machine acquire common sense and world knowledge?
Marie-Francine Moens. 2018 · 2018
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Jason Phang, Thibault Févry, and Samuel R. Bowman. 2018 · 2018
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Andrew Siegel. 2018 · 2018
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Nicolas Gontier, Koustuv Sinha, Siva Reddy, and Christopher Pal. 2020 · 2020
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Nora Kassner and Hinrich Schütze. 2020 · 2020
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Argument Mining: A Survey
John Lawrence and Chris Reed. 2020 · 2020
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Exploring the limits of transfer learning with a unified text-to-text transformer
Colin Raffel, Noam Shazeer, Adam Roberts, Katherine Lee, Sharan Narang, Michael Matena, Yanqi Zhou, Wei Li, and Peter J Liu. 2020 · 2020
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Reproduction and revival of the argument reasoning comprehension task
J. Rodrigues, Ruben Branco, J. Silva, and A. Branco. 2020 · 2020
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Jordan Beck, Bikalpa Neupane, and John M. Carroll. 2019 · 2019
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Bert: Pre-training of deep bidirectional transformers for language understanding
J. Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
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Aishwarya Kamath and R. Das. 2019 · 2019
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Mike Lewis, Yinhan Liu, Naman Goyal, Marjan Ghazvininejad, Abdelrahman Mohamed, Omer Levy, Ves Stoyanov, and Luke Zettlemoyer. 2019 · 2019
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Explanation in artificial intelligence: Insights from the social sciences
Tim Miller. 2019 · 2019
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Argument search: Assessing argument relevance
Martin Potthast, Lukas Gienapp, F. Euchner, Nick Heilenkötter, Nicolas Weidmann, Henning Wachsmuth, Benno Stein, and Matthias Hagen. 2019 · 2019
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Language models are unsupervised multitask learners
Alec Radford, Jeffrey Wu, Rewon Child, David Luan, Dario Amodei, and Ilya Sutskever. 2019 · 2019
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olmpics - on what language model pre-training captures
Alon Talmor, Yanai Elazar, Yoav Goldberg, and Jonathan Berant. 2020 · 2020
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Transformers: State-of-the-art natural language processing
Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Rémi Louf, Morgan Funtowicz, Joe Davison, Sam Shleifer, Patrick von Platen, Clara Ma, Yacine Jernite, Julien Plu, Canwen Xu, Teven Le Scao, Sylvain Gugger, Mariama Drame, Quentin Lhoest, and Alexander M. Rush. 2020 · 2020
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