Mixed Signals: Understanding Model Disagreement in Multimodal Empathy Detection

Maya Srikanth, Run Chen, Julia Hirschberg

Multimodal models play a key role in empathy detection, but their performance can suffer when modalities provide conflicting cues. To understand these failures, we examine cases wh…