Generative artificial intelligence (AI) systems, specifically Large Language Models (LLMs), are increasingly used as collaborative problem-solving tools, yet their efficacy in physical environments like makerspaces remains unexplored. This study presents a cross-generational UX analysis of adults and parent-child dyads...
When a speaker refers to a scene that the listener cannot directly see, the listener must decide whether to preserve its current understanding or revise it as new utterances arrive. Many language systems treat local mismatch as a cue for updating: divergence from the current understanding encourages adjustment. Yet con...
As large language models (LLMs) become more integrated into everyday information platforms, chat-based systems are emerging as a popular alternative to traditional web searches, especially for informational search and informal learning tasks. Despite this shift, little is known about how different tools affect learning...