mlsanityData to 7 Oct 2026

Beyond the binary: Limitations and possibilities of gender-related speech technology research

arXiv 2409.13335 ↗First posted 20 Sep 2024cs.CL cs.SD eess.AScited by 5

Not on the map. Why?

Abstract (arXiv)

This paper presents a review of 107 research papers relating to speech and sex or gender in ISCA Interspeech publications between 2013 and 2023. We note the scarcity of work on this topic and find that terminology, particularly the word gender, is used in ways that are underspecified and often out of step with the prevailing view in social sciences that gender is socially constructed and is a spectrum as opposed to a binary category. We draw attention to the potential problems that this can cause for already marginalised groups, and suggest some questions for researchers to ask themselves when undertaking work on speech and gender.

Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). Builds on 5 of its 48 references that are in the map. First posted on arXiv 20 Sep 2024.

Builds on

5 of 48 references.

References · 5

  1. 2019Common Voice: A Massively-Multilingual Speech Corpuscited by 1,358
  2. 2021Do Datasets Have Politics? Disciplinary Values in Computer Vision Dataset Developmentcited by 85
  3. 2021Fairness for Unobserved Characteristics: Insights from Technological Impacts on Queer Communitiescited by 40
  4. 2022A Study of Gender Impact in Self-supervised Models for Speech-to-Text Systemscited by 14
  5. 2019On the Use/Misuse of the Term 'Phoneme'cited by 9

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 2; 2026: 3.

5 papers.