Prashanth Gurunath Shivakumar

Prashanth Gurunath Shivakumar

University of Southern California

H-index: 10

North America-United States

About Prashanth Gurunath Shivakumar

Prashanth Gurunath Shivakumar, With an exceptional h-index of 10 and a recent h-index of 9 (since 2020), a distinguished researcher at University of Southern California, specializes in the field of Signal Processing, Speech Recognition, Machine Learning for Speech, NLP.

His recent articles reflect a diverse array of research interests and contributions to the field:

Towards ASR robust spoken language understanding through in-context learning with word confusion networks

Paralinguistics-enhanced large language modeling of spoken dialogue

Investigating Training Strategies and Model Robustness of Low-Rank Adaptation for Language Modeling in Speech Recognition

Low-rank adaptation of large language model rescoring for parameter-efficient speech recognition

Personalization for bert-based discriminative speech recognition rescoring

Scaling laws for discriminative speech recognition rescoring models

Distillation strategies for discriminative speech recognition rescoring

Discriminative Speech Recognition Rescoring With Pre-Trained Language Models

Prashanth Gurunath Shivakumar Information

University

Position

PhD Student

Citations(all)

559

Citations(since 2020)

469

Cited By

250

hIndex(all)

10

hIndex(since 2020)

9

i10Index(all)

10

i10Index(since 2020)

9

Email

University Profile Page

University of Southern California

Google Scholar

View Google Scholar Profile

Prashanth Gurunath Shivakumar Skills & Research Interests

Signal Processing

Speech Recognition

Machine Learning for Speech

NLP

Top articles of Prashanth Gurunath Shivakumar

Title

Journal

Author(s)

Publication Date

Towards ASR robust spoken language understanding through in-context learning with word confusion networks

Kevin Everson

Yile Gu

Huck Yang

Prashanth Gurunath Shivakumar

Guan-Ting Lin

...

2024/4/14

Paralinguistics-enhanced large language modeling of spoken dialogue

Guan-Ting Lin

Prashanth Gurunath Shivakumar

Ankur Gandhe

Chao-Han Huck Yang

Yile Gu

...

2024/4/14

Investigating Training Strategies and Model Robustness of Low-Rank Adaptation for Language Modeling in Speech Recognition

arXiv preprint arXiv:2401.10447

Yu Yu

Chao-Han Huck Yang

Tuan Dinh

Sungho Ryu

Jari Kolehmainen

...

2024/1/19

Low-rank adaptation of large language model rescoring for parameter-efficient speech recognition

Yu Yu

Chao-Han Huck Yang

Jari Kolehmainen

Prashanth G Shivakumar

Yile Gu

...

2023/12/16

Personalization for bert-based discriminative speech recognition rescoring

arXiv preprint arXiv:2307.06832

Jari Kolehmainen

Yile Gu

Aditya Gourav

Prashanth Gurunath Shivakumar

Ankur Gandhe

...

2023/7/13

Scaling laws for discriminative speech recognition rescoring models

arXiv preprint arXiv:2306.15815

Yile Gu

Prashanth Gurunath Shivakumar

Jari Kolehmainen

Ankur Gandhe

Ariya Rastrow

...

2023/6/27

Distillation strategies for discriminative speech recognition rescoring

arXiv preprint arXiv:2306.09452

Prashanth Gurunath Shivakumar

Jari Kolehmainen

Yile Gu

Ankur Gandhe

Ariya Rastrow

...

2023/6/15

Discriminative Speech Recognition Rescoring With Pre-Trained Language Models

Prashanth Gurunath Shivakumar

Jari Kolehmainen

Yile Gu

Ankur Gandhe

Ariya Rastrow

...

2023/12/16

Confusion2Vec 2.0: Enriching ambiguous spoken language representations with subwords

Plos one

Prashanth Gurunath Shivakumar

Panayiotis Georgiou

Shrikanth Narayanan

2022/3/4

End-to-end neural systems for automatic children speech recognition: An empirical study

Computer Speech & Language

Prashanth Gurunath Shivakumar

Shrikanth Narayanan

2022/3/1

Phone duration modeling for speaker age estimation in children

The Journal of the Acoustical Society of America

Prashanth Gurunath Shivakumar

Somer Bishop

Catherine Lord

Shrikanth Narayanan

2022/11/1

Systems and methods for incremental natural language understanding

2021/12/7

Rnn based incremental online spoken language understanding

Prashanth Gurunath Shivakumar

Naveen Kumar

Panayiotis Georgiou

Shrikanth Narayanan

2021/1/19

Transfer learning from adult to children for speech recognition: Evaluation, analysis and recommendations

Computer speech & language

Prashanth Gurunath Shivakumar

Panayiotis Georgiou

2020/9/1

See List of Professors in Prashanth Gurunath Shivakumar University(University of Southern California)