EmoDynamiX

Official repository of our NAACL 2025 main conference paper:

EmoDynamiX: Emotional Support Dialogue Strategy Prediction by Modelling MiXed Emotions and Discourse Dynamics.

Usage

DEMO.ipynb shows an example of using EmoDynamiX. You could integrate EmoDynamiX with any LLM you like to make your own strategy-controlled ESC agent!

Download Checkpoints

Model	URL
EmoDynamiX on ESConv	link
EmoDynamiX on AnnoMI	link
Pretrained Submodules	link

Unzip to the project root directory.

Reproduce the Results

Test on ESConv:

./test_roberta_hg_esconv.sh

Test on AnnoMI:

./test_roberta_hg_annomi.sh

Training from Scratch

Train on ESConv:

./train_roberta_hg_esconv.sh

Train on AnnoMI:

./train_roberta_hg_annomi.sh

Citation

If you find our work useful, please cite our paper:

@misc{wan2024emodynamixemotionalsupportdialogue,
      title={EmoDynamiX: Emotional Support Dialogue Strategy Prediction by Modelling MiXed Emotions and Discourse Dynamics}, 
      author={Chenwei Wan and Matthieu Labeau and Chloé Clavel},
      year={2024},
      eprint={2408.08782},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2408.08782}, 
}