TFMPathy applies tabular foundation models to summary statistics of visual features for subject-generalizable empathy detection under strong privacy constraints, with improved cross-subject performance on a public benchmark.
MEDIC: A multimodal empathy dataset in counseling
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PRIDE distills empathetic reasoning from large teacher LLMs to smaller students via an empathy prompt, multi-source attention, and dual-alignment loss using privileged information available only at training time.
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Privacy-Preserving Empathy Detection in Video Interactions
TFMPathy applies tabular foundation models to summary statistics of visual features for subject-generalizable empathy detection under strong privacy constraints, with improved cross-subject performance on a public benchmark.
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PRIDE: Privileged Information-enhanced Distillation for Empathetic Dialogue Generation
PRIDE distills empathetic reasoning from large teacher LLMs to smaller students via an empathy prompt, multi-source attention, and dual-alignment loss using privileged information available only at training time.