The paper formalizes cognitive atrophy as a distinct process-level measure, introduces the Cognitive Atrophy Bench benchmark from 1,576 human counseling conversations, and reports moderate-to-high atrophy-aligned behaviors across five LLMs.
Chiu, Shaun M
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Towards Understanding and Measuring COGNITIVE ATROPHY in LLM Behaviour
The paper formalizes cognitive atrophy as a distinct process-level measure, introduces the Cognitive Atrophy Bench benchmark from 1,576 human counseling conversations, and reports moderate-to-high atrophy-aligned behaviors across five LLMs.