Ailin Liu

Sensing What Surveys Miss: Understanding and Personalizing Proactive LLM Support by User Modeling

Difficulty spillover and suboptimal help-seeking challenge the sequential, knowledge-intensive nature of digital tasks. In online surveys, tough questions can drain mental energy and hurt performance on later questions, while users often fail to recognize when they need assistance or may satisfy, lacking motivation to…