3 papers
q-bio.NC2026
Think-Aloud Reshapes Automated Cognitive Model Discovery Beyond Behavior
Hanbo Xie, Akshay K. Jagadish, Lan Pan +1
Computational cognitive models discovered using large language models have so far relied solely on behavioral data. However, it is well-known that models produced from the behavior…
cs.AI2026
Using Reinforcement Learning to Train Large Language Models to Explain Human Decisions
Jian-Qiao Zhu, Hanbo Xie, Dilip Arumugam +2
A central goal of cognitive modeling is to develop models that not only predict human behavior but also provide insight into the underlying cognitive mechanisms. While neural netwo…
cs.AI2025
Large Language Models Think Too Fast To Explore Effectively
Lan Pan, Hanbo Xie, Robert C. Wilson
Large Language Models (LLMs) have emerged with many intellectual capacities. While numerous benchmarks assess their intelligence, limited attention has been given to their ability…