Flowstorm: Open-Source Platform with Hybrid Dialogue Architecture

Jan Pichl, Petr Marek, Jakub Konrád, Petr Lorenc, Ondrej Kobza, Tomáš Zajíček, Jan Šedivý


Abstract
This paper presents a conversational AI platform called Flowstorm. Flowstorm is an open-source SaaS project suitable for creating, running, and analyzing conversational applications. Thanks to the fast and fully automated build process, the dialogues created within the platform can be executed in seconds. Furthermore, we propose a novel dialogue architecture that uses a combination of tree structures with generative models. The tree structures are also used for training NLU models suitable for specific dialogue scenarios. However, the generative models are globally used across applications and extend the functionality of the dialogue trees. Moreover, the platform functionality benefits from out-of-the-box components, such as the one responsible for extracting data from utterances or working with crawled data. Additionally, it can be extended using a custom code directly in the platform. One of the essential features of the platform is the possibility to reuse the created assets across applications. There is a library of prepared assets where each developer can contribute. All of the features are available through a user-friendly visual editor.
Anthology ID:
2022.naacl-demo.5
Volume:
Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: System Demonstrations
Month:
July
Year:
2022
Address:
Hybrid: Seattle, Washington + Online
Venue:
NAACL
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
39–45
Language:
URL:
https://aclanthology.org/2022.naacl-demo.5
DOI:
10.18653/v1/2022.naacl-demo.5
Bibkey:
Cite (ACL):
Jan Pichl, Petr Marek, Jakub Konrád, Petr Lorenc, Ondrej Kobza, Tomáš Zajíček, and Jan Šedivý. 2022. Flowstorm: Open-Source Platform with Hybrid Dialogue Architecture. In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: System Demonstrations, pages 39–45, Hybrid: Seattle, Washington + Online. Association for Computational Linguistics.
Cite (Informal):
Flowstorm: Open-Source Platform with Hybrid Dialogue Architecture (Pichl et al., NAACL 2022)
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PDF:
https://aclanthology.org/2022.naacl-demo.5.pdf