What Users Cannot See: Evaluating LLM Emotional Support Beyond User Preference

Vivienne Bihe Chi, Adithya V Ganesan, Ryan L Boyd +2

People increasingly turn to LLMs for emotional support, yet common evaluations reward responses that feel helpful and may miss consequential response behaviors. We introduce a theo…