AI and Climate Change Discourse: What Opinions Do Large Language Models Present?
Marcelo Sartori Locatelli, Pedro Dutenhefner, Arthur Buzelin, Pedro Loures Alzamora, Yan Aquino, Pedro Augusto Torres Bento, Samira Malaquias, Victoria Estanislau, Caio Santana, Lucas Dayrell, Marisa Affonso Vasconcelos, Wagner Meira Jr., Virgilio Almeida
Abstract
Large Language Models (LLMs) are increasingly used in applications that shape public discourse, yet little is known aboutwhether they reflect distinct opinions on global issues like climate change. This study compares climate change-relatedresponses from multiple LLMs with human opinions collected through the People’s Climate Vote 2024 survey (UNDP – UnitedNations Development Programme and Oxford, 2024). We compare country and LLM”s answer probability distributions and apply Exploratory Factor Analysis (EFA) to identify latent opinion dimensions. Our findings reveal that while LLM responsesdo not exhibit significant biases toward specific demographic groups, they encompass a wide range of opinions, sometimesdiverging markedly from the majority human perspective.- Anthology ID:
- 2025.climatenlp-1.8
- Volume:
- Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025)
- Month:
- July
- Year:
- 2025
- Address:
- Bangkok, Thailand
- Editors:
- Kalyan Dutia, Peter Henderson, Markus Leippold, Christoper Manning, Gaku Morio, Veruska Muccione, Jingwei Ni, Tobias Schimanski, Dominik Stammbach, Alok Singh, Alba (Ruiran) Su, Saeid A. Vaghefi
- Venues:
- ClimateNLP | WS
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 113–125
- Language:
- URL:
- https://preview.aclanthology.org/landing_page/2025.climatenlp-1.8/
- DOI:
- Cite (ACL):
- Marcelo Sartori Locatelli, Pedro Dutenhefner, Arthur Buzelin, Pedro Loures Alzamora, Yan Aquino, Pedro Augusto Torres Bento, Samira Malaquias, Victoria Estanislau, Caio Santana, Lucas Dayrell, Marisa Affonso Vasconcelos, Wagner Meira Jr., and Virgilio Almeida. 2025. AI and Climate Change Discourse: What Opinions Do Large Language Models Present?. In Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025), pages 113–125, Bangkok, Thailand. Association for Computational Linguistics.
- Cite (Informal):
- AI and Climate Change Discourse: What Opinions Do Large Language Models Present? (Locatelli et al., ClimateNLP 2025)
- PDF:
- https://preview.aclanthology.org/landing_page/2025.climatenlp-1.8.pdf