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Abdalla Doleh

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Preprint Aug 2026

Multi-Dimensional Assessment for AI Cognition (MAAC): A Theoretical Framework for Process-Oriented Cognitive Evaluation of Text-Based AI Systems

The Multi-Dimensional Assessment for AI Cognition (MAAC) is introduced, a theoretically grounded framework for shifting evaluation from what text-based AI systems produce to how they think, complementing existing outcome-based benchmarks with cognitively grounded, multi-dimensional evaluation.

Abdalla Doleh, R. Chinnam · 0 citations

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