Utilizing Argument Mining Techniques for Argumentative Dialogue Systems

This work presents a pilot study for the application of argument mining techniques in the context of argumentative Dialogue Systems. We extract the argument structure of an online debate and show how it can be utilized to generate artificial persuasive dialogues in an agent-agent scenario. The interaction between the agents is formalized as argument game and the resulting artificial dialogues are evaluated in a user study by comparing them to human generated ones. The outcomes indicate that the artificial dialogues are logically consistent and thus show that the use of the employed argument annotation scheme was successful.

[1]  Iryna Gurevych,et al.  ArgumenText: Searching for Arguments in Heterogeneous Sources , 2018, NAACL.

[2]  Saskia Langhammer A debating ontology for argumentative dialogue systems , 2018 .

[3]  Chris Reed,et al.  Argumentation Machines, New Frontiers in Argument and Computation , 2004, Argumentation Machines.

[4]  Paolo Torroni,et al.  Argumentation Mining , 2016, ACM Trans. Internet Techn..

[5]  Iryna Gurevych,et al.  Annotating Argument Components and Relations in Persuasive Essays , 2014, COLING.

[6]  Quan Z. Sheng,et al.  The Uncertain Web , 2015, ACM Trans. Internet Techn..

[7]  Wolfgang Minker,et al.  Towards an Argumentative Dialogue System , 2017, CMNA@ICAIL.

[8]  Tangming Yuan,et al.  A Human-Computer Dialogue System for Educational Debate: A Computational Dialectics Approach , 2008, Int. J. Artif. Intell. Educ..

[9]  Floris Bex,et al.  Dialogues on the Argument Web: Mixed Initiative Argumentation with Arvina , 2012, COMMA.

[10]  Trevor J. M. Bench-Capon Specification and Implementation of Toulmin Dialogue Game , 1999 .

[11]  Chris Reed,et al.  Informal logic dialogue games in human–computer dialogue , 2011, The Knowledge Engineering Review.

[12]  Amita Misra,et al.  Debbie, the Debate Bot of the Future , 2017, IWSDS.

[13]  Sarit Kraus,et al.  Strategical Argumentative Agent for Human Persuasion , 2016, ECAI.

[14]  Sean Bechhofer OWL: Web Ontology Language , 2018, Encyclopedia of Database Systems.

[15]  Simon Parsons,et al.  Agent Dialogues with Conflicting Preferences , 2001, ATAL.

[16]  Marie-Francine Moens,et al.  Argumentation Mining: Where are we now, where do we want to be and how do we get there? , 2013, FIRE.

[17]  Simon Wells,et al.  A domain specific language for describing diverse systems of dialogue , 2012, J. Appl. Log..

[18]  Henry Prakken,et al.  DOI: 10.1017/S000000000000000 Printed in the United Kingdom Formal systems for persuasion dialogue , 2022 .

[19]  Marie-Francine Moens,et al.  Argumentation mining: the detection, classification and structure of arguments in text , 2009, ICAIL.

[20]  Henry Prakken,et al.  On Dialogue Systems with Speech Acts, Arguments, and Counterarguments , 2000, JELIA.

[21]  Floris Bex,et al.  Implementing the argument web , 2013, Commun. ACM.

[22]  Iryna Gurevych,et al.  Identifying Argumentative Discourse Structures in Persuasive Essays , 2014, EMNLP.