mlsanityData to 14 Oct 2026

The Diversity of Argument-Making in the Wild: from Assumptions and Definitions to Causation and Anecdote in Reddit's "Change My View"

arXiv 2205.07938 ↗First posted 16 May 2022cs.CL cs.SI q-bio.NCcited by 1

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Abstract (arXiv)

What kinds of arguments do people make, and what effect do they have on others? Normative constraints on argument-making are as old as philosophy itself, but little is known about the diversity of arguments made in practice. We use NLP tools to extract patterns of argument-making from the Reddit site "Change My View" (r/CMV). This reveals six distinct argument patterns: not just the familiar deductive and inductive forms, but also arguments about definitions, relevance, possibility and cause, and personal experience. Data from r/CMV also reveal differences in efficacy: personal experience and, to a lesser extent, arguments about causation and examples, are most likely to shift a person's view, while arguments about relevance are the least. Finally, our methods reveal a gradient of argument-making preferences among users: a two-axis model, of "personal--impersonal" and "concrete--abstract", can account for nearly 80% of the strategy variance between individuals.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 4 of its 23 references that are in the map. First posted on arXiv 16 May 2022.

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4 of 23 references.

References · 4

  1. 2013Distributed Representations of Words and Phrases and their Compositionalitycited by 3,474
  2. 2016Winning Arguments: Interaction Dynamics and Persuasion Strategies in Good-faith Online Discussionscited by 110
  3. 2020From Probability to Consilience: How Explanatory Values Implement Bayesian Reasoningcited by 7
  4. 2021The Cognitive Science of Extremist Ideologies Onlinecited by 2

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