Opportunities and challenges of automatic speech recognition systems for low-resource language speakers

T Reitmaier, E Wallington, D Kalarikalayil Raju… - Proceedings of the …, 2022 - dl.acm.org
Automatic Speech Recognition (ASR) researchers are turning their attention towards
supporting low-resource languages, such as isiXhosa or Marathi, with only limited training …

Code-switching in automatic speech recognition: The issues and future directions

MB Mustafa, MA Yusoof, HK Khalaf… - Applied Sciences, 2022 - mdpi.com
Code-switching (CS) in spoken language is where the speech has two or more languages
within an utterance. It is an unsolved issue in automatic speech recognition (ASR) research …

A survey of code-switched speech and language processing

S Sitaram, KR Chandu, SK Rallabandi… - arXiv preprint arXiv …, 2019 - arxiv.org
Code-switching, the alternation of languages within a conversation or utterance, is a
common communicative phenomenon that occurs in multilingual communities across the …

On the end-to-end solution to mandarin-english code-switching speech recognition

Z Zeng, Y Khassanov, VT Pham, H Xu… - arXiv preprint arXiv …, 2018 - arxiv.org
Code-switching (CS) refers to a linguistic phenomenon where a speaker uses different
languages in an utterance or between alternating utterances. In this work, we study end-to …

Investigations on speech recognition systems for low-resource dialectal Arabic–English code-switching speech

I Hamed, P Denisov, CY Li, M Elmahdy… - Computer Speech & …, 2022 - Elsevier
Abstract Code-switching (CS), defined as the mixing of languages in conversations, has
become a worldwide phenomenon. The prevalence of CS has been recently met with a …

Investigating end-to-end speech recognition for mandarin-english code-switching

C Shan, C Weng, G Wang, D Su, M Luo… - ICASSP 2019-2019 …, 2019 - ieeexplore.ieee.org
Code-switching is a common phenomenon in many multilingual communities and presents
a challenge to automatic speech recognition (ASR). In this paper, three approaches are …

[PDF][PDF] Bi-encoder transformer network for mandarin-english code-switching speech recognition using mixture of experts.

Y Lu, M Huang, H Li, J Guo, Y Qian - Interspeech, 2020 - isca-archive.org
Code-switching speech recognition is a challenging task which has been studied in many
previous work, and one main challenge for this task is the lack of code-switching data. In this …

Transformer-transducers for code-switched speech recognition

S Dalmia, Y Liu, S Ronanki… - ICASSP 2021-2021 IEEE …, 2021 - ieeexplore.ieee.org
We live in a world where 60% of the population can speak two or more languages fluently.
Members of these communities constantly switch between languages when having a …

From machine translation to code-switching: Generating high-quality code-switched text

I Tarunesh, S Kumar, P Jyothi - arXiv preprint arXiv:2107.06483, 2021 - arxiv.org
Generating code-switched text is a problem of growing interest, especially given the scarcity
of corpora containing large volumes of real code-switched text. In this work, we adapt a state …

Challenges of computational processing of code-switching

Ö Çetinoğlu, S Schulz, NT Vu - arXiv preprint arXiv:1610.02213, 2016 - arxiv.org
This paper addresses challenges of Natural Language Processing (NLP) on non-canonical
multilingual data in which two or more languages are mixed. It refers to code-switching …