Research Community Perspectives on “Intelligence” and Large Language Models
Bertram Højer, Terne Sasha Thorn Jakobsen, Anna Rogers, Stefan Heinrich
Abstract
Despite the widespread use of ‘artificial intelligence’ (AI) framing in Natural Language Processing (NLP) research, it is not clear what researchers mean by ”intelligence”. To that end, we present the results of a survey on the notion of ”intelligence” among researchers and its role in the research agenda. The survey elicited complete responses from 303 researchers from a variety of fields including NLP, Machine Learning (ML), Cognitive Science, Linguistics, and Neuroscience.We identify 3 criteria of intelligence that the community agrees on the most: generalization, adaptability, & reasoning.Our results suggests that the perception of the current NLP systems as ”intelligent” is a minority position (29%).Furthermore, only 16.2% of the respondents see developing intelligent systems as a research goal, and these respondents are more likely to consider the current systems intelligent.- Anthology ID:
- 2025.findings-acl.1324
- Volume:
- Findings of the Association for Computational Linguistics: ACL 2025
- Month:
- July
- Year:
- 2025
- Address:
- Vienna, Austria
- Editors:
- Wanxiang Che, Joyce Nabende, Ekaterina Shutova, Mohammad Taher Pilehvar
- Venue:
- Findings
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 25796–25812
- Language:
- URL:
- https://preview.aclanthology.org/corrections-2025-08/2025.findings-acl.1324/
- DOI:
- 10.18653/v1/2025.findings-acl.1324
- Cite (ACL):
- Bertram Højer, Terne Sasha Thorn Jakobsen, Anna Rogers, and Stefan Heinrich. 2025. Research Community Perspectives on “Intelligence” and Large Language Models. In Findings of the Association for Computational Linguistics: ACL 2025, pages 25796–25812, Vienna, Austria. Association for Computational Linguistics.
- Cite (Informal):
- Research Community Perspectives on “Intelligence” and Large Language Models (Højer et al., Findings 2025)
- PDF:
- https://preview.aclanthology.org/corrections-2025-08/2025.findings-acl.1324.pdf