182 citations · 375 across the 26 of their papers we have counts for
6 papers · 1 filter
How AI Assistance Affects Human Skill Development: A Study of Learning with Logic Puzzles
Shang Wu, Catarina G Belem, Shuyuan Fu +2
While AI assistance can improve human task performance in the short term, it may also undermine the development of skills in the longer term. We examine this tension in a controlle…
The Impact of AI Usage and Informativeness on Skill Development in Logical Reasoning
Shang Wu, Hongyu Yao, Catarina Belem +3
Artificial intelligence (AI) is being increasingly integrated into human problem-solving, yet its effects on individual skill development remain unclear. We examine how both AI usa…
Beyond Accuracy: How AI Metacognitive Sensitivity improves AI-assisted Decision Making
ZhaoBin Li, Mark Steyvers
In settings where human decision-making relies on AI input, both the predictive accuracy of the AI system and the reliability of its confidence estimates influence decision quality…
Metacognition and Uncertainty Communication in Humans and Large Language Models
Mark Steyvers, Megan A. K. Peters
Metacognition--the capacity to monitor and evaluate one's own knowledge and performance--is foundational to human decision-making, learning, and communication. As large language mo…
Human-AI Collaboration: Trade-offs Between Performance and Preferences
Lukas William Mayer, Sheer Karny, Jackie Ayoub +4
Despite the growing interest in collaborative AI, designing systems that seamlessly integrate human input remains a major challenge. In this study, we developed a task to systemati…
Text Modeling using Unsupervised Topic Models and Concept Hierarchies
Chaitanya Chemudugunta, Padhraic Smyth, Mark Steyvers
Statistical topic models provide a general data-driven framework for automated discovery of high-level knowledge from large collections of text documents. While topic models can po…