Toward Fairness in Speech Recognition: Discovery and mitigation of
performance disparities

Toward Fairness in Speech Recognition: Discovery and mitigation of performance disparities

22 July 2022

Murugesan Ramakrishnan

Katherine L. Powell

Melissa Saboowala

Papers citing "Toward Fairness in Speech Recognition: Discovery and mitigation of performance disparities"

15 / 15 papers shown

Title
DENOASR: Debiasing ASRs through Selective Denoising Anand Kumar Rai S. Jaiswal Shubham Prakash Bendi Pragnya Sree Animesh Mukherjee 34 0 0 22 Oct 2024
Towards measuring fairness in speech recognition: Fair-Speech dataset Irina-Elena Veliche Zhuangqun Huang Vineeth Ayyat Kochaniyan Fuchun Peng Ozlem Kalinli Michael L. Seltzer 50 3 0 22 Aug 2024
Spoken Stereoset: On Evaluating Social Bias Toward Speaker in Speech Large Language Models Yi-Cheng Lin Wei-Chih Chen Hung-yi Lee 38 1 0 14 Aug 2024
A Contrastive Learning Approach to Mitigate Bias in Speech Models Alkis Koudounas F. Giobergia Eliana Pastor Elena Baralis 41 1 0 20 Jun 2024
On the social bias of speech self-supervised models Yi-Cheng Lin T. Lin Hsi-Che Lin Andy T. Liu Hung-yi Lee 39 3 0 07 Jun 2024
Improving Speech Recognition for African American English With Audio Classification Shefali Garg Zhouyuan Huo K. Sim Suzan Schwartz Mason Chua ... Zion Mengesha Dongseong Hwang Tara N. Sainath Francoise Beaufays P. M. Mengibar 32 4 0 16 Sep 2023
Explaining Speech Classification Models via Word-Level Audio Segments and Paralinguistic Features Eliana Pastor Alkis Koudounas Giuseppe Attanasio Dirk Hovy Elena Baralis 16 4 0 14 Sep 2023
Elucidate Gender Fairness in Singing Voice Transcription Xiangming Gu Weizhen Zeng Ye Wang 17 3 0 05 Aug 2023
Using Data Augmentations and VTLN to Reduce Bias in Dutch End-to-End Speech Recognition Systems T. Patel O. Scharenborg 27 3 0 05 Jul 2023
Improving Fairness and Robustness in End-to-End Speech Recognition through unsupervised clustering Irina-Elena Veliche Pascale Fung 20 13 0 06 Jun 2023
Cross-utterance ASR Rescoring with Graph-based Label Propagation Srinath Tankasala Long Chen A. Stolcke A. Raju Qianli Deng Chander Chandak Aparna Khare Roland Maas Venkatesh Ravichandran 18 0 0 27 Mar 2023
A Review of Speech-centric Trustworthy Machine Learning: Privacy, Safety, and Fairness Tiantian Feng Rajat Hebbar Nicholas Mehlman Xuan Shi Aditya Kommineni and Shrikanth Narayanan 40 31 0 18 Dec 2022
Global Performance Disparities Between English-Language Accents in Automatic Speech Recognition Alex DiChristofano Henry Shuster Shefali Chandra Neal Patwari 13 2 0 01 Aug 2022
ASR4REAL: An extended benchmark for speech models M. Rivière Jade Copet Gabriel Synnaeve AuLLM 39 15 0 16 Oct 2021
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 323 4,203 0 23 Aug 2019