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cs.AI2026
Automated Generation of Complexity-Validated Decision Scenarios Using Large Language Models
Abdalla Doleh, Toni Somers, Ratna Babu Chinnam
Cognitive decision-making research depends on diverse scenarios with carefully controlled complexity, yet manual production is slow, inconsistent, and biased. We developed an autom…
cs.AI2026
Multi-Dimensional Assessment for AI Cognition (MAAC): A Theoretical Framework for Process-Oriented Cognitive Evaluation of Text-Based AI Systems
Abdalla Doleh, Ratna Babu Chinnam
Evaluating artificial intelligence systems has historically relied on outcome-based benchmarks that measure task accuracy, robustness, or fairness. While indispensable, these bench…