preprintApr 19, 2023GOLD OA

Co-Writing with Opinionated Language Models Affects Users’ Views

Cornell University · Indian Institute of Technology Bombay · +3 more institutions

Indexed inarxivcrossref

Abstract

If large language models like GPT-3 preferably produce a particular point of view, they may influence people’s opinions on an unknown scale. This study investigates whether a language-model-powered writing assistant that generates some opinions more often than others impacts what users write – and what they think. In an online experiment, we asked participants (N=1,506) to write a post discussing whether social media is good for society. Treatment group participants used a language-model-powered writing assistant configured to argue that social media is good or bad for society. Participants then completed a social media attitude survey, and independent judges (N=500) evaluated the opinions expressed in their…

Citation impact

227
total citations
FWCI
55.00
Percentile
100%
References
112
Citations per year

Authors

5

Topics & keywords

Keywords
  • Social media
  • Computer science
  • Point (geometry)
  • Language model
  • Scale (ratio)
  • Psychology
  • Natural language processing
  • World Wide Web
UN Sustainable Development Goals
  • Quality Education
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Funding