Yuan-Hao Wang

Beyond Task Completion: Measuring Interaction Cost in Terminal User Interfaces

Large language models (LLMs) are increasingly used through terminal user interfaces (TUIs), yet task completion alone does not capture how difficult an interface is to understand and operate. Existing human assessments and LLM-generated ratings or reports do not provide repeatable measurements of interaction effort gro...