From Argument Diagrams to Argumentation Mining in Texts: A Survey

@article{Peldszus2013FromAD,
  title={From Argument Diagrams to Argumentation Mining in Texts: A Survey},
  author={Andreas Peldszus and Manfred Stede},
  journal={Int. J. Cogn. Informatics Nat. Intell.},
  year={2013},
  volume={7},
  pages={1-31}
}
In this paper, the authors consider argument mining as the task of building a formal representation for an argumentative piece of text. Their goal is to provide a critical survey of the literature on both the resulting representations i.e., argument diagramming techniques and on the various aspects of the automatic analysis process. For representation, the authors also provide a synthesized proposal of a scheme that combines advantages from several of the earlier approaches; in addition, the… 

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References

SHOWING 1-10 OF 86 REFERENCES
Towards an Analysis of Argumentation Structure and the Strength of Arguments in News Editorials
Editorials in general fall under persuasive texts.These types of texts intend to persuade the readers over a certain issue or topic.Hence persuasion involves the use of persuasive elements(opinion
Some Facets of Argument Mining for Opinion Analysis
TLDR
A conceptual semantics of the relations of evaluative expressions with a discourse structure such as an elaboration, an illustration, or a reformulation must also be interpreted as an argument is developed.
Representation of Argumentation in Text with Rhetorical Structure Theory
TLDR
A hybrid scheme that enables an analyst to encode argumentation analysis within the framework of Rhetorical Structure Theory (RST), which can be used to represent the discourse structure of a text is described and used for investigation of contexts that license omission of elements of an argument.
Argumentation mining
TLDR
This work presents different methods to aid argumentation mining, starting with plain argumentation detection and moving forward to a more structural analysis of the detected argumentation.
Argumentation mining: the detection, classification and structure of arguments in text
TLDR
This paper analyzes the main research questions when dealing with argumentation mining and the different methods studied and developed in order to successfully confront the challenges of argumentationmining in legal texts.
The Argument Interchange Format
TLDR
ClaiMaker and related technologies provide a set of tools for individuals or distributed communities to publish and contest ideas and arguments, as is required in contested domains such as research literatures, intelligence analysis, or public debate.
Semi-Automated Argumentative Analysis of Online Product Reviews
TLDR
A rule-based tool for semi-automatic text analysis support that highlights potential argumentative sections of a text according to terms indicative of arguments and domain terminology so that the resulting argumentation framework can be passed to argument evaluation tools.
Processing natural language arguments with theplatform
TLDR
The platform has now reached a certain level of maturity which allows the recognition of a large diversity of discourse structures including general-purpose rhetorical structures as well as domain-specific discourse structures.
Argumentative Text as Rhetorical Structure: An Application of Rhetorical Structure Theory
Rhetorical Structure Theory (RST), as a tool for analyzing written texts, is particularly appropriate for analyzing argumentative texts. The distinction that RST makes between the part of a text that
...
...