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September 10, 2025Future InternetOpen Access

From Divergence to Alignment: Evaluating the Role of Large Language Models in Facilitating Agreement Through Adaptive Strategies

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Authors

LTLoukas TriantafyllopoulosDKDimitris Kalles

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Overview

Observational analysis demonstrates improved consensus in decision-making with large language models, highlighting adaptive strategies' role.

Key Points

  • ChatGPT 4.0 achieved the highest alignment with participant opinions and fewer iterations for consensus.
  • Statistical analysis indicated significant performance differences between the large language models evaluated.
  • The proposed facilitation framework uses cosine similarity to assess synthesis of consensus proposals among users.
  • Findings suggest that LLM-driven facilitation can enhance collective decision-making in sustainability discussions.

Cite This Study

Triantafyllopoulos et al. (2025) studied this question.

synapsesocial.com/papers/68c198ab9b7b07f3a0619df7https://doi.org/10.3390/fi17090407
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