Researcher

Mei-Yuh Hwang

Also known as 黄美玉

Mei-Yuh Hwang is a speech recognition researcher whose work runs from Carnegie Mellon's SPHINX-II recognizer to Microsoft's dictation software, Bing Translator and the Chinese Cortana. At Carnegie Mellon, she named the shared Markov states known as senones in 1992 and completed her PhD under Raj Reddy in 1993. After joining Microsoft in 1994, she led Mandarin speech recognition for the DARPA EARS and GALE projects at the University of Washington from 2004 to 2008. Mobvoi hired her as vice president of engineering in 2016, the IEEE named her a Fellow in 2019, and she worked on search at Microsoft and on scene-text OCR at Meta before retiring in June 2023. Today she is an affiliate professor of electrical and computer engineering at the University of Washington.

Works
74
Citations
2,358
h-index
24

Publication numbers from OpenAlex, as of 22 October 2026.

Timeline

  1. 1986–1993

    SPHINX-II and senones at CMU

    She earns a bachelor's degree in computer science at National Taiwan University in 1986 and works on Carnegie Mellon's SPHINX-II speech recognition system from 1987. There she proposes decision-tree clustering of Markov states for continuous speech recognition and names the shared states senones in 1992. In December 1993, she completes her PhD under Raj Reddy with a dissertation on subphonetic acoustical modeling for speaker-independent continuous speech recognition.

  2. 1994–2004

    Speech products at Microsoft

    In 1994, she joins her co-advisor Xuedong Huang on Microsoft's speech recognition research team. Her projects through 2004 include the Whisper dictation system, the Microsoft Speech API, English, Mandarin and Japanese dictation in Office XP, and Microsoft Speech Server. Along the way she ports SPHINX-II speech recognition to Windows, Office and the Speech Server SDK.

  3. 2004–2008

    Mandarin recognition for DARPA GALE

    From 2004 to 2008, she is a researcher at the University of Washington's Signal, Speech and Language Interpretation Lab, where she leads Mandarin speech recognition for the DARPA EARS and GALE projects. Her system's 9.1% character error rate is the best Mandarin recognition result in the official DARPA GALE evaluation of 2007.

  4. 2008–2015

    Bing Translator and Chinese Cortana

    Back at Microsoft Research in 2008, she moves into machine translation, and her team delivers Bing Translator and expands it to more than 40 languages. As a principal science manager at Microsoft China from 2012 to 2015, she leads spoken language understanding for Cortana with teams in Beijing and Suzhou. The Chinese Cortana, Xiao Na, ships on Windows Phone 8.1 in 2014.

  5. 2016–2020

    Mobvoi's AI lab in Redmond

    Mobvoi, a Beijing-based AI company, hires her as vice president of engineering in 2016. She directs the Mobvoi AI Lab in Redmond, Washington, until 2020, with a research agenda of noise-robust speech recognition, hot-word triggering, semantic understanding and multi-turn dialog management.

  6. 2019

    Elected an IEEE Fellow

    The IEEE elects her a Fellow in the 2019 class for contributions to speech and language technology.

  7. April 2020–May 2023

    Microsoft Search and Meta

    She rejoins Microsoft in April 2020 as a partner science manager for Microsoft Search in Office 365, applying large pretrained language models to Outlook and Teams search and prompting GPT-3 to manipulate Excel spreadsheets in natural language. From May 2022 to May 2023, she is an AI research scientist at Meta in Bellevue, Washington. In 2023, she coauthors DISGO, a paper that proposes word error rates for evaluating scene-text OCR.

  8. As of October 2026

    Affiliate professor at UW

    From March 2022 to November 2023, she is a remote technical advisor to Vinbrain, and she retires in June 2023. She is an affiliate professor of electrical and computer engineering at the University of Washington.

Career

  1. Since 2004University of WashingtonResearcher
  2. 2022–2023MetaAI research scientist
  3. 2016–2020MobvoiVice president of engineering
  4. 2008–2012Microsoft Research
  5. 1994–2022MicrosoftResearcher, Principal science manager
  6. 1987–1993Carnegie Mellon University

Education

  1. 1993Carnegie Mellon UniversityPhD
  2. 1986National Taiwan UniversityBachelor's degree in computer science

Most-cited works

  1. The SPHINX-II speech recognition system: an overview1993 · Computer Speech & Language · 369 citationsWith Hsiao-Wuen Hon and Roni Rosenfeld
  2. Recurrent neural networks for language understanding2013 · Interspeech (USB) · 320 citationsWith Dong Yu
  3. Domain Adversarial Training for Accented Speech Recognition2018 · IEEE International Conference on Acoustics Speech and Signal Processing · 128 citationsWith Mari Ostendorf
  4. Shared-distribution hidden Markov models for speech recognition1993 · IEEE Transactions on Speech and Audio Processing · 121 citations
  5. Cross-Domain and Cross-Language Portability of Acoustic Features Estimated by Multilayer Perceptrons2006 · 110 citationsWith Andreas Stolcke

Sources and credits

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  1. Mei-Yuh Hwang, speech recognition, machine translation, language understanding, scene-text OCR, image recognition, GenAI meiyuh11.github.io. Checked 20 October 2026.
  2. Mei-Yuh Hwang - The Mathematics Genealogy Project mathgenealogy.org. Checked 20 October 2026.
  3. Meet Voice Pioneer Dr. Mei-Yuh Hwang | Synced syncedreview.com. Checked 20 October 2026.
  4. Mei-Yuh Hwang - Wikipedia en.wikipedia.org. Checked 20 October 2026.
  5. Mei-Yuh Hwang | UW Department of Electrical & Computer Engineering ece.uw.edu. Checked 20 October 2026.
  6. [2308.13173] DISGO: Automatic End-to-End Evaluation for Scene Text OCR arxiv.org. Checked 20 October 2026.