Computational Argumentation-Based Chatbots: A Survey
Abstract
Chatbots are conversational software applications designed to interact dialectically with users for a plethora of different purposes. Surprisingly, these colloquial agents have only recently been coupled with computational models of arguments (i.e. computational argumentation), whose aim is to formalise, in a machine-readable format, the ordinary exchange of information that characterises human communications. Chatbots may employ argumentation with different degrees and in a variety of manners. The present survey sifts through the literature to review papers concerning this kind of argumentation-based bot, drawing conclusions about the benefits and drawbacks that this approach entails in comparison with standard chatbots, while also envisaging possible future development and integration with the Transformer-based architecture and state-of-the-art Large Language models.
Cite
Text
Castagna et al. "Computational Argumentation-Based Chatbots: A Survey." Journal of Artificial Intelligence Research, 2024. doi:10.1613/JAIR.1.15407Markdown
[Castagna et al. "Computational Argumentation-Based Chatbots: A Survey." Journal of Artificial Intelligence Research, 2024.](https://mlanthology.org/jair/2024/castagna2024jair-computational/) doi:10.1613/JAIR.1.15407BibTeX
@article{castagna2024jair-computational,
title = {{Computational Argumentation-Based Chatbots: A Survey}},
author = {Castagna, Federico and Kökciyan, Nadin and Sassoon, Isabel and Parsons, Simon and Sklar, Elizabeth},
journal = {Journal of Artificial Intelligence Research},
year = {2024},
pages = {1271-1310},
doi = {10.1613/JAIR.1.15407},
volume = {80},
url = {https://mlanthology.org/jair/2024/castagna2024jair-computational/}
}