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Future Internet, Volume 17, Issue 9

2025 September - 53 articles

Cover Story: This study presents a framework to enhance large-scale group decision-making using large language models. Unlike traditional methods, it captures how preferences are expressed, emphasizing clarity and trust. Experts are grouped into behavioural profiles with representative preferences and weighted influence. A sentiment-informed consensus mechanism integrates these profiles into a collective decision. This approach improves scalability, fairness, and interpretability, fostering balanced outcomes in digital platforms. Our case study shows that behavioural signals enhance decision quality, highlighting LLMs’ potential for next-generation decision support. View this paper
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Articles (53)

  • Article
  • Open Access
7 Citations
2,417 Views
24 Pages

Modelling Large-Scale Group Decision-Making Through Grouping with Large Language Models

  • Juan Carlos González-Quesada,
  • José Ramón Trillo,
  • Carlos Porcel,
  • Ignacio Javier Pérez and
  • Francisco Javier Cabrerizo

25 August 2025

The growing ubiquity of digital platforms has enabled unprecedented participation in large-scale group decision-making processes. Nevertheless, integrating subjective linguistically expressed opinions into structured decision protocols remains a sign...

(This article belongs to the Special Issue Information Networks with Human-Centric LLMs)
  • Article
  • Open Access
1 Citations
1,539 Views
32 Pages

25 August 2025

Desertification poses critical threats to agricultural productivity and socio-economic stability, particularly in vulnerable regions like Thatta and Badin districts of Sindh, Pakistan. Traditional monitoring methods lack the accuracy and temporal res...

(This article belongs to the Section Internet of Things)
  • Article
  • Open Access
3 Citations
2,661 Views
17 Pages

24 August 2025

This paper presents the design and implementation of an autonomous mobile robot system able to deliver objects from one location to another with minimal hardware requirements. Unlike most existing systems, our robot uses only a single camera—mo...

(This article belongs to the Special Issue Mobile Robotics and Autonomous System)

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Future Internet - ISSN 1999-5903