4 papers
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…
From 'May' to 'Is': Certainty Distortion in Language Model Rewriting
Catarina G Belem, Shang Wu, Hongyu Yao +3
Humans increasingly turn to Language Models (LMs) in ways that shape beliefs and drive decisions, including discussing, rewriting, and summarizing information from scientific artic…
Learning to Assign Prediction Tasks to Agents with Capacity Constraints
Shang Wu, Saatvik Kher, Padhraic Smyth
We address the problem of learning to assign prediction tasks to one agent from a set of available agents, including human decision-makers and AI models. We focus on sequential lea…
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…