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On the compatibility of generative AI and generative linguistics
Eva Portelance1,2, Masoud Jasbi3
1Department of Decision Sciences, HEC, Montréal, Québec, Canada. eva.portelance@hec.ca.
Nature Computational Science
|September 16, 2025
Summary
Generative artificial intelligence (AI) aligns with Chomsky's generative linguistics, offering ways to evaluate and improve neural language models. This research bridges symbolic AI and modern AI for understanding human language and cognition.
Area of Science:
- Cognitive Science
- Artificial Intelligence
- Linguistics
Background:
- Generative linguistics, pioneered by Chomsky, has significantly influenced cognitive science and symbolic AI.
- The emergence of neural language models has sparked debate regarding their compatibility with generative linguistics principles.
Purpose of the Study:
- To explore the alignment between generative artificial intelligence (AI) and generative linguistics.
- To demonstrate how generative AI can support core concepts of generative linguistics.
- To establish generative linguistics as a framework for evaluating and enhancing neural language models.
Main Methods:
- Conceptual analysis of generative linguistics core ideas.
- Identification of alignment points between generative AI and generative linguistics.
- Proposal of generative linguistics as an evaluative framework for neural language models.
Main Results:
- Three key areas of alignment between generative AI and generative linguistics were identified.
- Generative AI demonstrates support for fundamental principles of generative linguistics.
- Generative linguistics offers a robust framework for assessing neural language models' cognitive and linguistic validity.
Conclusions:
- Generative AI and generative linguistics share fundamental principles, fostering mutual support.
- Generative linguistics provides essential criteria for advancing neural language models.
- This synergy enhances our understanding of human language and cognition through AI.
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