On the Visualisation of Argumentation Graphs to Support Text Interpretation

03/06/2023
by   Hanadi Mardah, et al.
0

The recent evolution in Natural Language Processing (NLP) methods, in particular in the field of argumentation mining, has the potential to transform the way we interact with text, supporting the interpretation and analysis of complex discourse and debates. Can a graphic visualisation of complex argumentation enable a more critical interpretation of the arguments? This study focuses on analysing the impact of argumentation graphs (AGs) compared with regular texts for supporting argument interpretation. We found that AGs outperformed the extrinsic metrics throughout most UEQ scales as well as the NASA-TLX workload in all the terms but not in temporal or physical demand. The AG model was liked by a more significant number of participants, despite the fact that both the text-based and AG models yielded comparable outcomes in the critical interpretation in terms of working memory and altering participants decisions. The interpretation process involves reference to argumentation schemes (linked to critical questions (CQs)) in AGs. Interestingly, we found that the participants chose more CQs (using argument schemes in AGs) when they were less familiar with the argument topics, making AG schemes on some scales (relatively) supportive of the interpretation process. Therefore, AGs were considered to deliver a more critical approach to argument interpretation, especially with unfamiliar topics. Based on the 25 participants conducted in this study, it appears that AG has demonstrated an overall positive effect on the argument interpretation process.

READ FULL TEXT

page 6

page 7

page 8

page 13

page 31

page 33

page 34

research
04/30/2020

AMPERSAND: Argument Mining for PERSuAsive oNline Discussions

Argumentation is a type of discourse where speakers try to persuade thei...
research
12/19/2022

Resoling Open-textured Rules with Templated Interpretive Arguments

Open-textured terms in written rules are typically settled through inter...
research
06/18/2022

RuArg-2022: Argument Mining Evaluation

Argumentation analysis is a field of computational linguistics that stud...
research
10/24/2022

Full-Text Argumentation Mining on Scientific Publications

Scholarly Argumentation Mining (SAM) has recently gained attention due t...
research
05/02/2019

Impact of Argument Type and Concerns in Argumentation with a Chatbot

Conversational agents, also known as chatbots, are versatile tools that ...
research
01/28/2021

Strategic Argumentation Dialogues for Persuasion: Framework and Experiments Based on Modelling the Beliefs and Concerns of the Persuadee

Persuasion is an important and yet complex aspect of human intelligence....
research
07/29/2019

VIANA: Visual Interactive Annotation of Argumentation

Argumentation Mining addresses the challenging tasks of identifying boun...

Please sign up or login with your details

Forgot password? Click here to reset