Tag: Longitudinal Research

Abstract landscape illustration in midnight blue, muted sage, ivory, and copper. Fine luminous threads weave across the image, then gradually unravel and fade among scattered geometric fragments, suggesting language and cognition losing coherence. Subtle cyan and amber points form a restrained network in the background, evoking AI-assisted systems. The composition is contemplative and editorial, with no people or text.

Unspooling of Human Linguistic Competency Under Sustained, Unconstrained LLM Use: A Multi-Spectrum Demonstration Test Across Education and Professional Domains

This paper proposes and operationalizes a testable theory—unspooling—defined as measurable, time-linked loss in language competence when people use large language models (LLMs) without LLM support. The theory makes specific claims about deterioration in both language production and language comprehension and encoding, with effects expected to be dose-dependent and accelerated by deeper patterns of use.

Continue Reading Unspooling of Human Linguistic Competency Under Sustained, Unconstrained LLM Use: A Multi-Spectrum Demonstration Test Across Education and Professional Domains