Gavin BROOKS
   Department   Kyoto University of Foreign Studies  Department of British and American Studies, Faculty of Foreign Studies
   Position   Associate Professor
Date 2023/06/03
Presentation Theme Using Whisper to automate the transcription of L2 learners' spoken texts
Conference JALT CALL Conference 2023
Promoters JALT CALL
Conference Type Domestic
Presentation Type Speech (General)
Contribution Type Collaborative
Country Japan
Venue Kumamoto-Jo Hall, Kumamoto, Japan
Holding period 2023/06/02~2023/06/04
Publisher and common publisher Gavin Brooks, Jen Jordan
Details Models such as OpenAI’s Whisper are increasingly used for L1 speech transcription, but L2 English learners’ speech remains challenging for ASR due to pronunciation errors, disfluencies, and non-canonical grammar. The presenter analysed 100 classroom L2 samples, finding that ASR accuracy is approaching expert transcription but still struggles in certain areas, and highlighted best practices for recording and cleaning transcripts when using ASR to process L2 presentations and discussions.