OLAC Record

Title:Automatic Speech Recognition for Supporting Endangered Language Documentation
Bibliographic Citation:Prud’hommeaux, Emily, Jimerson, Robbie, Hatcher, Richard, Michelson, Karin; 2021-11; Kaipuleohone University of Hawai'i Digital Language Archive;http://hdl.handle.net/10125/74666.
Creator:Prud’hommeaux, Emily
Jimerson, Robbie
Hatcher, Richard
Michelson, Karin
Date (W3CDTF):2021-11
Description:Generating accurate word-level transcripts of recorded speech for language documentation is difficult and time-consuming, even for skilled speakers of the target language. Automatic speech recognition (ASR) has the potential to streamline transcription efforts for endangered language documentation, but the practical utility of ASR for this purpose has not been fully explored. In this paper, we present results of a study in which both linguists and community members, with varying levels of language proficiency, transcribe audio recordings of an endangered language under timed conditions with and without the assistance of ASR. We find that both time-to-transcribe and transcription error rates are significantly reduced when correcting ASR for language learners of all levels. Despite these improvements, most community members in our study express a preference for unassisted transcription, highlighting the need for developers to directly engage with stakeholders when designing and deploying technologies for supporting language documentation.
National Foreign Language Resource Center
Identifier:Prud'hommeaux, Emily, Robbie Jimerson, Richard Hatcher, Karin Michelson. 2021. Automatic Speech Recognition for Supporting Endangered Language Documentation. Language Documentation & Conservation 15: 491-513.
Identifier (URI):http://hdl.handle.net/10125/74666
Publisher:University of Hawaii Press
Rights:Creative Commons Attribution-NonCommercial 4.0 International
Attribution-NonCommercial 3.0 United States
Subject:Automatic speech recognition
Endangered languages
Table Of Contents:Prudhommeaux_etal.pdf
Type (DCMI):Text


Archive:  Language Documentation and Conservation
Description:  http://www.language-archives.org/archive/ldc.scholarspace.manoa.hawaii.edu
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OaiIdentifier:  oai:scholarspace.manoa.hawaii.edu:10125/74666
DateStamp:  2021-12-01
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Citation: Prud’hommeaux, Emily; Jimerson, Robbie; Hatcher, Richard; Michelson, Karin. 2021. University of Hawaii Press.
Terms: dcmi_Text

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