Think-Aloud Reshapes Automated Cognitive Model Discovery Beyond Behavior
This paper demonstrates that incorporating Think-Aloud traces into automated cognitive model discovery significantly improves predictive performance and shifts the identified model structures toward more integrated utility mechanisms, revealing cognitive processes that behavioral data alone cannot recover.