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Related papers: AMPERSAND: Argument Mining for PERSuAsive oNline D…

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The idea that discourse relations are construed through explicit content and shared, or implicit, knowledge between producer and interpreter is ubiquitous in discourse research and linguistics. However, the actual contribution of the…

Computation and Language · Computer Science 2022-08-10 A. Reig-Alamillo , D. Torres-Moreno , E. Morales-González , M. Toledo-Acosta , A. Taroni , J. Hermosillo-Valadez

Argument mining (AM) is an interdisciplinary research field that integrates insights from logic, philosophy, linguistics, rhetoric, law, psychology, and computer science. It involves the automatic identification and extraction of…

Computation and Language · Computer Science 2025-07-25 Marcin Pietroń , Rafał Olszowski , Jakub Gomułka , Filip Gampel , Andrzej Tomski

Deep learning is bringing remarkable contributions to the field of argumentation mining, but the existing approaches still need to fill the gap toward performing advanced reasoning tasks. In this position paper, we posit that…

Artificial Intelligence · Computer Science 2020-01-29 Andrea Galassi , Kristian Kersting , Marco Lippi , Xiaoting Shao , Paolo Torroni

In abstract argumentation, multiple argumentation semantics have been proposed that allow to select sets of jointly acceptable arguments from a given argumentation framework, i.e. based only on the attack relation between arguments. The…

Artificial Intelligence · Computer Science 2019-02-28 Marcos Cramer , Mathieu Guillaume

Argumentation analysis is a field of computational linguistics that studies methods for extracting arguments from texts and the relationships between them, as well as building argumentation structure of texts. This paper is a report of the…

Computation and Language · Computer Science 2022-06-22 Evgeny Kotelnikov , Natalia Loukachevitch , Irina Nikishina , Alexander Panchenko

Changing someone's opinion is arguably one of the most important challenges of social interaction. The underlying process proves difficult to study: it is hard to know how someone's opinions are formed and whether and how someone's views…

Social and Information Networks · Computer Science 2016-02-09 Chenhao Tan , Vlad Niculae , Cristian Danescu-Niculescu-Mizil , Lillian Lee

Event extraction is a fundamental task for natural language processing. Finding the roles of event arguments like event participants is essential for event extraction. However, doing so for real-life event descriptions is challenging…

Computation and Language · Computer Science 2021-12-23 Qian Li , Hao Peng , Jianxin Li , Jia Wu , Yuanxing Ning , Lihong Wang , Philip S. Yu , Zheng Wang

More and more of the information available on the web is dialogic, and a significant portion of it takes place in online forum conversations about current social and political topics. We aim to develop tools to summarize what these…

Artificial Intelligence · Computer Science 2018-01-29 Amita Misra , Pranav Anand , Jean E Fox Tree , Marilyn Walker

Online disagreements often fail to produce understanding, instead reinforcing existing positions or escalating conflict. Prior work on predictors of successful persuasion in online discourse has largely focused on surface features such as…

Human-Computer Interaction · Computer Science 2026-01-21 Bhavesh Vuyyuru , Farnaz Jahanbakhsh

The increasing capability of Large Language Models to act as human-like social agents raises two important questions in the area of opinion dynamics. First, whether these agents can generate effective arguments that could be injected into…

Computers and Society · Computer Science 2023-12-27 Simon Martin Breum , Daniel Vædele Egdal , Victor Gram Mortensen , Anders Giovanni Møller , Luca Maria Aiello

Automatically generating debates is a challenging task that requires an understanding of arguments and how to negate or support them. In this work we define debate trees and paths for generating debates while enforcing a high level…

Computation and Language · Computer Science 2020-12-02 Eric Bolton , Alex Calderwood , Niles Christensen , Jerome Kafrouni , Iddo Drori

We propose a large language model explainability technique for obtaining faithful natural language explanations by grounding the explanations in a reasoning process. When converted to a sequence of tokens, the outputs of the reasoning…

Machine Learning · Computer Science 2026-03-17 Vojtech Cahlik , Rodrigo Alves , Pavel Kordik

Argumentation mining aims at automatically extracting the premises-claim discourse structures in natural language texts. There is a great demand for argumentation corpora for customer reviews. However, due to the controversial nature of the…

Computation and Language · Computer Science 2017-05-08 Mengxue Li , Shiqiang Geng , Yang Gao , Haijing Liu , Hao Wang

From daily discussions to marketing ads to political statements, information manipulation is rife. It is increasingly more important that we have the right set of tools to defend ourselves from manipulative rhetoric, or fallacies. Suitable…

Artificial Intelligence · Computer Science 2023-10-26 Ryuta Arisaka , Ryoma Nakai , Yusuke Kawamoto , Takayuki Ito

We present an empirical study aimed at analysing the use of viewpoints in an industrial Concurrent Engineering context. Our focus is on the viewpoints expressed in the argumentative process taking place in evaluation meetings. Our results…

Other Computer Science · Computer Science 2016-08-16 Géraldine Martin , Françoise Détienne , Elisabeth Lavigne

Research on computational argumentation is currently being intensively investigated. The goal of this community is to find the best pro and con arguments for a user given topic either to form an opinion for oneself, or to persuade others to…

Computation and Language · Computer Science 2020-04-24 Stefan Ollinger , Lorik Dumani , Premtim Sahitaj , Ralph Bergmann , Ralf Schenkel

Rhetorical Structure Theory implies no single discourse interpretation of a text, and the limitations of RST parsers further exacerbate inconsistent parsing of similar structures. Therefore, it is important to take into account that the…

Computation and Language · Computer Science 2024-01-23 Elena Chistova

The subject of conversational mining has become of great interest recently due to the explosion of social and other online media. Supplementing this explosion of text is the advancement in pre-trained language models which have helped us to…

Computation and Language · Computer Science 2022-11-15 Nicolle Garber , Vukosi Marivate

Social networks have a community providing feedback on comments that allows to identify opinion leaders and users whose positions are unwelcome. Other platforms are not backed by such tools. Having a picture of the community's reactions to…

Artificial Intelligence · Computer Science 2017-11-30 Dario De Nart , Dante Degl'Innocenti , Marco Pavan

We have recently begun a project to develop a more effective and efficient way to marshal inferences from background knowledge to facilitate deep natural language understanding. The meaning of a word is taken to be the entities,…

Computation and Language · Computer Science 2021-12-16 David McDonald , James Pustejovsky