FASTDial: Abstracting Dialogue Policies for Fast Development of Task Oriented Agents

We present a novel abstraction framework called FASTDial for designing task oriented dialogue agents, built on top of the OpenDial toolkit. This framework is meant to facilitate prototyping and development of dialogue systems from scratch also by non tech savvy especially when limited training data is available. To this end, we use a generic and simple frame-slots data-structure with pre-defined dialogue policies that allows for fast design and implementation at the price of some flexibility reduction. Moreover, it allows for minimizing programming effort and domain expert training time, by hiding away many implementation details. We provide a system demonstration screencast video in the following link: https://vimeo.com/329840716

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FASTDial: Abstracting Dialogue Policies for Fast Development of Task Oriented Agents

Semantic Scholar · Computer Science · 2019

Abstract

We present a novel abstraction framework called FASTDial for designing task oriented dialogue agents, built on top of the OpenDial toolkit. This framework is meant to facilitate prototyping and development of dialogue systems from scratch also by non tech savvy especially when limited training data is available. To this end, we use a generic and simple frame-slots data-structure with pre-defined dialogue policies that allows for fast design and implementation at the price of some flexibility reduction. Moreover, it allows for minimizing programming effort and domain expert training time, by hiding away many implementation details. We provide a system demonstration screencast video in the following link: https://vimeo.com/329840716

References (12)

07Alexey Sorokin, Maria Vikhreva, and Marat Zaynutdinov2018 · Proceedings of ACL 2018, System Demonstrations
08Dialog systems and chatbots2017 · Speech and language processing
09Dialog state tracking challenge 2&32013
10MESSAGE : { A MOUNT :100, C URRENCY - T YPE : e } , STATE : EXECUTE SUCCESS
11MESSAGE : EXECUTE INTENT
12” success message ” : ”OK, your t r a n s f e r i s done . Can I help you with anything e l s e ?”

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