Towards Zero-Shot Code-Switched Speech Recognition

Brian Yan, Matthew Wiesner, Ondřej Klejch, Preethi Jyothi, Shinji Watanabe

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract / Description of output

In this work, we seek to build effective code-switched (CS) automatic speech recognition systems (ASR) under the zero-shot set-ting where no transcribed CS speech data is available for training. Previously proposed frameworks which conditionally factorize the bilingual task into its constituent monolingual parts are a promising starting point for leveraging monolingual data efficiently. However, these methods require the monolingual modules to perform language segmentation. That is, each monolingual module has to simultaneously detect CS points and transcribe speech segments of one language while ignoring those of other languages – not a trivial task. We propose to simplify each monolingual module by allowing them to transcribe all speech segments indiscriminately with a monolingual script (i.e. transliteration). This simple modification passes the responsibility of CS point detection to subsequent bilingual modules which determine the final output by considering multiple monolingual transliterations along with external language model information. We apply this transliteration-based approach in an end-to-end differentiable neural network and demonstrate its efficacy for zero-shot CS ASR on Mandarin-English SEAME test sets.
Original languageEnglish
Title of host publicationICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
PublisherIEEE
Pages1-5
Number of pages5
ISBN (Electronic)9781728163277
ISBN (Print)9781728163284
DOIs
Publication statusPublished - 5 May 2023
Event2023 IEEE International Conference on Acoustics, Speech and Signal Processing - Rhodes Island, Greece
Duration: 4 Jun 202310 Jun 2023
https://2023.ieeeicassp.org/

Conference

Conference2023 IEEE International Conference on Acoustics, Speech and Signal Processing
Abbreviated titleICASSP
Country/TerritoryGreece
CityRhodes Island
Period4/06/2310/06/23
Internet address

Fingerprint

Dive into the research topics of 'Towards Zero-Shot Code-Switched Speech Recognition'. Together they form a unique fingerprint.

Cite this