Do We Still Need Human Assessors? Prompt-Based GPT-3 User Simulation in Conversational AI

URN to cite this document:: urn:nbn:de:bvb:355-epub-537688

Meyer, Selina ; Elsweiler, David

; Ludwig, Bernd

; Fernandez-Pichel, Marcos ; Losada, David E.

License: Creative Commons Attribution 4.0
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Date of publication of this fulltext: 15 Feb 2023 08:24

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Abstract

Scarcity of user data continues to be a problem in research on conversational user interfaces and often hinders or slows down technical innovation. In the past, different ways of synthetically generating data, such as data augmentation techniques have been explored. With the rise of ever improving pre-trained language models, we ask if we can go beyond such methods by simply providing appropriate ...