Papers by Emilio Goldenhersch
Towards AI-Assisted Psychotherapy: Emotion-Guided Generative Interventions (2025.emnlp-main)
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Kilichbek Haydarov, Youssef Mohamed, Emilio Goldenhersch, Paul OCallaghan, Li-jia Li, Mohamed Elhoseiny
| Challenge: | Large language models (LLMs) lack rich non-verbal emotional cues essential to real-world therapy. |
| Approach: | They propose a multimodal dataset of 1,441 publicly sourced therapy session videos containing both dialogue and non-verbal signals such as facial expressions and vocal tone. |
| Outcome: | The proposed model improves the quality of generated interventions and evaluators misalign with expert assessments in this domain, highlighting the need for human-centered evaluation. |