English

Large language models are not about natural language

Computation and Language 2025-12-17 v1 Neurons and Cognition

Abstract

Large Language Models are useless for linguistics, as they are probabilistic models that require a vast amount of data to analyse externalized strings of words. In contrast, human language is underpinned by a mind-internal computational system that recursively generates hierarchical thought structures. The language system grows with minimal external input and can readily distinguish between real language and impossible languages.

Keywords

Cite

@article{arxiv.2512.13441,
  title  = {Large language models are not about natural language},
  author = {Johan J. Bolhuis and Andrea Moro and Stephen Crain and Sandiway Fong},
  journal= {arXiv preprint arXiv:2512.13441},
  year   = {2025}
}
R2 v1 2026-07-01T08:25:29.186Z