5 papers
Procedural Collapse: A Structural Account of Disengagement in LLM-Assisted Writing
JaeWon Kim, Katelyn X. Mei, Katelyn Mei
When students use large language models for writing, the dominant explanation for disengagement is dispositional: they are over-reliant, and the remedy is to scaffold self-regulati…
Addressing Pitfalls in Auditing Practices of Automatic Speech Recognition Technologies: A Case Study of People with Aphasia
Katelyn Xiaoying Mei, Anna Seo Gyeong Choi, Hilke Schellmann +2
Automatic Speech Recognition (ASR) systems' growing use warrants robust auditing approaches to ensure equitable transcription quality, especially for people with speech disorders l…
Passing the Buck to AI: How Individuals' Decision-Making Patterns Affect Reliance on AI
Katelyn Xiaoying Mei, Rock Yuren Pang, Alex Lyford +2
Psychological research has identified different patterns individuals have while making decisions, such as vigilance (making decisions after thorough information gathering), hypervi…
Leveraging Hierarchical Organization for Medical Multi-document Summarization
Yi-Li Hsu, Katelyn X. Mei, Lucy Lu Wang
Medical multi-document summarization (MDS) is a complex task that requires effectively managing cross-document relationships. This paper investigates whether incorporating hierarch…
Designing AI Systems that Augment Human Performed vs. Demonstrated Critical Thinking
Katelyn Xiaoying Mei, Nic Weber
The recent rapid advancement of LLM-based AI systems has accelerated our search and production of information. While the advantages brought by these systems seemingly improve the p…