Artificial Intelligence and Law 19 (1):1-22 (2011)
Abstract |
Argumentation mining aims to automatically detect, classify and structure argumentation in text. Therefore, argumentation mining is an important part of a complete argumentation analyisis, i.e. understanding the content of serial arguments, their linguistic structure, the relationship between the preceding and following arguments, recognizing the underlying conceptual beliefs, and understanding within the comprehensive coherence of the specific topic. We present different methods to aid argumentation mining, starting with plain argumentation detection and moving forward to a more structural analysis of the detected argumentation. Different state-of-the-art techniques on machine learning and context free grammars are applied to solve the challenges of argumentation mining. We also highlight fundamental questions found during our research and analyse different issues for future research on argumentation mining
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Keywords | Argumentation Information extraction Text classification Document structure |
Categories | (categorize this paper) |
ISBN(s) | |
DOI | 10.1007/s10506-010-9104-x |
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References found in this work BETA
The New Dialectic: Conversational Contexts of Argument.Douglas Walton - 1998 - University of Toronto Press.
Structural Proof Theory.Sara Negri, Jan von Plato & Aarne Ranta - 2001 - Cambridge University Press.
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Citations of this work BETA
A Means-End Classification of Argumentation Schemes.Fabrizio Macagno - 2015 - In Frans van Eemeren & Bart Garssen (eds.), Reflections on theoretical issues in argumentation theory. Cham, Switzerland: pp. 183-201.
Classifying the Patterns of Natural Arguments.Fabrizio Macagno & Douglas Walton - 2015 - Philosophy and Rhetoric 48 (1): 26-53.
Classifying the Patterns of Natural Arguments.Fabrizio Macagno & Douglas Walton - 2015 - Philosophy and Rhetoric 48 (1):26-53.
A Classification System for Argumentation Schemes.Douglas Walton & Fabrizio Macagno - 2015 - Argument and Computation 6 (3):219-245.
A History of AI and Law in 50 Papers: 25 Years of the International Conference on AI and Law. [REVIEW]Trevor Bench-Capon, Michał Araszkiewicz, Kevin Ashley, Katie Atkinson, Floris Bex, Filipe Borges, Daniele Bourcier, Paul Bourgine, Jack G. Conrad, Enrico Francesconi, Thomas F. Gordon, Guido Governatori, Jochen L. Leidner, David D. Lewis, Ronald P. Loui, L. Thorne McCarty, Henry Prakken, Frank Schilder, Erich Schweighofer, Paul Thompson, Alex Tyrrell, Bart Verheij, Douglas N. Walton & Adam Z. Wyner - 2012 - Artificial Intelligence and Law 20 (3):215-319.
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