EmoStance: Response-Side Affective-Orientation Control for Empathetic Response Generation via Emoji Weak Supervision

Explain Like I'm Normal

Researchers are using emoji voting data as a 'weak supervision' signal to help LLMs understand the appropriate emotional stance to take in conversations. Instead of just predicting words, the EmoStance framework steers frozen models toward specific affective responses based on the speaker's context. This bridges the gap between raw text processing and genuine empathetic interaction.