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

Ailin Liu, Yesmine Karoui, Fiona Draxler +2

Difficulty spillover and suboptimal help-seeking challenge the sequential, knowledge-intensive nature of digital tasks. In online surveys, tough questions can drain mental energy a…