Persua: A Visual Interactive System to Enhance the Persuasiveness of Arguments in Online Discussion
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Abstract (arXiv)
Persuading people to change their opinions is a common practice in online discussion forums on topics ranging from political campaigns to relationship consultation. Enhancing people's ability to write persuasive arguments could not only practice their critical thinking and reasoning but also contribute to the effectiveness and civility in online communication. It is, however, not an easy task in online discussion settings where written words are the primary communication channel. In this paper, we derived four design goals for a tool that helps users improve the persuasiveness of arguments in online discussions through a survey with 123 online forum users and interviews with five debating experts. To satisfy these design goals, we analyzed and built a labeled dataset of fine-grained persuasive strategies (i.e., logos, pathos, ethos, and evidence) in 164 arguments with high ratings on persuasiveness from ChangeMyView, a popular online discussion forum. We then designed an interactive visual system, Persua, which provides example-based guidance on persuasive strategies to enhance the persuasiveness of arguments. In particular, the system constructs portfolios of arguments based on different persuasive strategies applied to a given discussion topic. It then presents concrete examples based on the difference between the portfolios of user input and high-quality arguments in the dataset. A between-subjects study shows suggestive evidence that Persua encourages users to submit more times for feedback and helps users improve more on the persuasiveness of their arguments than a baseline system. Finally, a set of design considerations was summarized to guide future intelligent systems that improve the persuasiveness in text.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). Builds on 12 of its 81 references that are in the map. First posted on arXiv 16 Apr 2022.
Builds on
12 of 81 references.
References · 12
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
- 2018Deep contextualized word representationscited by 2,290
- 2019Persuasion for Good: Towards a Personalized Persuasive Dialogue System for Social Goodcited by 209
- 2016Winning Arguments: Interaction Dynamics and Persuasion Strategies in Good-faith Online Discussionscited by 110
- 2019Classification and Clustering of Arguments with Contextualized Word Embeddingscited by 57
- 2019Exploring the Role of Prior Beliefs for Argument Persuasioncited by 31
- 2019Are You Convinced? Choosing the More Convincing Evidence with a Siamese Networkcited by 29
- 2019EmoCo: Visual Analysis of Emotion Coherence in Presentation Videoscited by 13
- 2021Effective Interfaces for Student-Driven Revision Sessions for Argumentative Writingcited by 12
- 2020VoiceCoach: Interactive Evidence-based Training for Voice Modulation Skills in Public Speakingcited by 11
- 2021Exploring Discourse Structures for Argument Impact Classificationcited by 7
- 2020ArguLens: Anatomy of Community Opinions On Usability Issues Using Argumentation Modelscited by 2
Built on by
Citing papers per year: 2022: 1; 2023: 4; 2024: 0; 2025: 1; 2026: 1.
7 papers.
- 2023VISAR: A Human-AI Argumentative Writing Assistant with Visual Programming and Rapid Draft Prototypingcited by 46
- 2023XNLI: Explaining and Diagnosing NLI-based Visual Data Analysiscited by 19
- 2023Storyfier: Exploring Vocabulary Learning Support with Text Generation Modelscited by 12
- 2022GestureLens: Visual Analysis of Gestures in Presentation Videoscited by 4
- 2025Iffy-Or-Not: Extending the Web to Support the Critical Evaluation of Fallacious Textscited by 1
- 2023Teach Me How to Improve My Argumentation Skills: A Survey on Feedback in Argumentationcited by 0
- 2026A Model of Multi-turn Human Persuadability Using Probabilistic Belief Tracingcited by 0
- 2026A Model of Multi-turn Human Persuadability Using Probabilistic Belief Tracing3 Jun 2026
- 2025Iffy-Or-Not: Extending the Web to Support the Critical Evaluation of Fallacious Texts18 Mar 2025
- 2023Storyfier: Exploring Vocabulary Learning Support with Text Generation Models7 Aug 2023
- 2023Teach Me How to Improve My Argumentation Skills: A Survey on Feedback in Argumentation28 Jul 2023
- 2023VISAR: A Human-AI Argumentative Writing Assistant with Visual Programming and Rapid Draft Prototyping16 Apr 2023
- 2023XNLI: Explaining and Diagnosing NLI-based Visual Data Analysis25 Jan 2023
- 2022GestureLens: Visual Analysis of Gestures in Presentation Videos19 Apr 2022