CogArena: A Multimethod Evaluation of Cognitive Ability Structure in Large Language Models
CogArena is introduced, a procedurally generated 13-paradigm benchmark built around a multimethod framework for determining when cognitive-task scores warrant dimensional labels across five theory-motivated groupings, and theory-aligned prompting produces a small in-battery diagonal tendency, but the present evidence d...