Toward Reasonable Parrots: Why Large Language Models Should Argue with Us by Design

Elena Musi, Nadin Kokciyan, Khalid Al-Khatib, Davide Ceolin, Emmanuelle Dietz +8 more
5/8/2025
cs.CLcs.MA

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Abstract

In this position paper, we advocate for the development of conversational technology that is inherently designed to support and facilitate argumentative processes. We argue that, at present, large language models (LLMs) are inadequate for this purpose, and we propose an ideal technology design aimed at enhancing argumentative skills. This involves re-framing LLMs as tools to exercise our critical thinking skills rather than replacing them. We introduce the concept of \textit{reasonable parrots} that embody the fundamental principles of relevance, responsibility, and freedom, and that interact through argumentative dialogical moves. These principles and moves arise out of millennia of work in argumentation theory and should serve as the starting point for LLM-based technology that incorporates basic principles of argumentation.

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@article{musi2025toward,
  title  = {Toward Reasonable Parrots: Why Large Language Models Should Argue with Us by Design},
  author = {Elena Musi and Nadin Kokciyan and Khalid Al-Khatib and Davide Ceolin and Emmanuelle Dietz and Klara Gutekunst and Annette Hautli-Janisz and Cristian Manuel Santibañez Yañez and Jodi Schneider and Jonas Scholz and Cor Steging and Jacky Visser and Henning Wachsmuth},
  year   = {2025},
  eprint = {2505.05298},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2505.05298v2}
}

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