Controllable Generation of Dialogue Acts for Dialogue Systems via Few-Shot Response Generation and Ranking

This code base is associated to Controllable Generation of Dialogue Acts for Dialogue Systems via Few-Shot Response Generation and Ranking, which was presented at Sig Dial 2023

Summary

We present this repository which contains the following:

1. All 8 prompts used for the different domains
2. 2 dialogue act classifiers, 1 for the dialogue acts corresponding to ViGGO and the other is for the 13 dialogue acts corresponding to RNNLG (trained on all domains even though it was used for only TV and Laptop)
3. Ranking code
4. Data produced from LLM for the different prompts, # of examples, and different parameters set

Any use of the methodology, prompts, classifiers, or the data please cite the following below:

@article{ramirez2023controllable, title={Controllable Generation of Dialogue Acts for Dialogue Systems via Few-Shot Response Generation and Ranking}, author={Ramirez, Angela and Agarwal, Karik and Juraska, Juraj and Garg, Utkarsh and Walker, Marilyn A}, journal={arXiv preprint arXiv:2307.14440}, year={2023} }