mlsanityData to 7 Oct 2026

Winning Arguments: Interaction Dynamics and Persuasion Strategies in Good-faith Online Discussions

arXiv 1602.01103 ↗First posted 2 Feb 2016cs.SI cs.CL physics.soc-phcited by 106

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Abstract (arXiv)

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 shift. Fortunately, ChangeMyView, an active community on Reddit, provides a platform where users present their own opinions and reasoning, invite others to contest them, and acknowledge when the ensuing discussions change their original views. In this work, we study these interactions to understand the mechanisms behind persuasion. We find that persuasive arguments are characterized by interesting patterns of interaction dynamics, such as participant entry-order and degree of back-and-forth exchange. Furthermore, by comparing similar counterarguments to the same opinion, we show that language factors play an essential role. In particular, the interplay between the language of the opinion holder and that of the counterargument provides highly predictive cues of persuasiveness. Finally, since even in this favorable setting people may not be persuaded, we investigate the problem of determining whether someone's opinion is susceptible to being changed at all. For this more difficult task, we show that stylistic choices in how the opinion is expressed carry predictive power.

Key facts. Cited by 106 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 Feb 2016.

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Citing papers per year: 2021: 15; 2022: 11; 2023: 16; 2024: 18; 2025: 29; 2026: 17.

106 papers.

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38 more
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  4. 2021Learning From Revisions: Quality Assessment of Claims in Argumentation at Scalecited by 14
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  6. 2022Artificial Intelligence for Health Message Generation: Theory, Method, and an Empirical Study Using Prompt Engineeringcited by 14
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  8. 2025Large Language Models in Argument Mining: A Surveycited by 14
  9. 2023Long-Horizon Dialogue Understanding for Role Identification in the Game of Avalon with Large Language Modelscited by 12
  10. 2023Argue with Me Tersely: Towards Sentence-Level Counter-Argument Generationcited by 12
  11. 2025Must Read: A Comprehensive Survey of Computational Persuasioncited by 12
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  13. 2021Learning Reasoning Paths over Semantic Graphs for Video-grounded Dialoguescited by 11
  14. 2021Decision-Focused Summarizationcited by 11
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  17. 2024A Practical Examination of AI-Generated Text Detectors for Large Language Modelscited by 11
  18. 2021Persuasive Natural Language Generation -- A Literature Reviewcited by 10
  19. 2021ENTRUST: Argument Reframing with Language Models and Entailmentcited by 10
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  21. 2024LawInstruct: A Resource for Studying Language Model Adaptation to the Legal Domaincited by 10
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  23. 2022FastKASSIM: A Fast Tree Kernel-Based Syntactic Similarity Metriccited by 9
  24. 2024An LLM Feature-based Framework for Dialogue Constructiveness Assessmentcited by 9
  25. 2025MoSEs: Uncertainty-Aware AI-Generated Text Detection via Mixture of Stylistics Experts with Conditional Thresholdscited by 9
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  27. 2023Human Choice Prediction in Language-based Persuasion Games: Simulation-based Off-Policy Evaluationcited by 8
  28. 2025Evaluation and Facilitation of Online Discussions in the LLM Era: A Surveycited by 8
  29. 2021Strategic Argumentation Dialogues for Persuasion: Framework and Experiments Based on Modelling the Beliefs and Concerns of the Persuadeecited by 7
  30. 2021Exploring Discourse Structures for Argument Impact Classificationcited by 7
  31. 2022Persua: A Visual Interactive System to Enhance the Persuasiveness of Arguments in Online Discussioncited by 7
  32. 2024AutoPersuade: A Framework for Evaluating and Explaining Persuasive Argumentscited by 7
  33. 2025Towards Strategic Persuasion with Language Modelscited by 7
  34. 2022DIONYSUS: A Pre-trained Model for Low-Resource Dialogue Summarizationcited by 6
  35. 2024How Did We Get Here? Summarizing Conversation Dynamicscited by 6
  36. 2025AI Realtor: Towards Grounded Persuasive Language Generation for Automated Copywritingcited by 6
  37. 2025Diversity Boosts AI-Generated Text Detectioncited by 6
  38. 2021"Laughing at you or with you": The Role of Sarcasm in Shaping the Disagreement Spacecited by 5

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