#think-aloud-protocols News & Analysis

Think-Aloud Reshapes Automated Cognitive Model Discovery Beyond Behavior

Researchers demonstrate that incorporating think-aloud verbal protocols alongside behavioral data significantly improves automated cognitive model discovery using large language models. The approach shifts discovered models toward different structural classes, revealing decision-making mechanisms invisible to behavior-only analysis, particularly in risky decision-making contexts.