Fillers in Spoken Language Understanding: Computational and Psycholinguistic Perspectives

January 25, 2023 ยท Declared Dead ยท ๐Ÿ› ICON

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Authors Tanvi Dinkar, Chloรฉ Clavel, Ioana Vasilescu arXiv ID 2301.10761 Category cs.CL: Computation & Language Cross-listed cs.HC Citations 13 Venue ICON Last Checked 5 months ago
Abstract
Disfluencies (i.e. interruptions in the regular flow of speech), are ubiquitous to spoken discourse. Fillers ("uh", "um") are disfluencies that occur the most frequently compared to other kinds of disfluencies. Yet, to the best of our knowledge, there isn't a resource that brings together the research perspectives influencing Spoken Language Understanding (SLU) on these speech events. This aim of this article is to survey a breadth of perspectives in a holistic way; i.e. from considering underlying (psycho)linguistic theory, to their annotation and consideration in Automatic Speech Recognition (ASR) and SLU systems, to lastly, their study from a generation standpoint. This article aims to present the perspectives in an approachable way to the SLU and Conversational AI community, and discuss moving forward, what we believe are the trends and challenges in each area.
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