Beyond the binary: Limitations and possibilities of gender-related speech technology research
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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
- 2019Common Voice: A Massively-Multilingual Speech Corpuscited by 1,358
- 2021Do Datasets Have Politics? Disciplinary Values in Computer Vision Dataset Developmentcited by 85
- 2021Fairness for Unobserved Characteristics: Insights from Technological Impacts on Queer Communitiescited by 40
- 2022A Study of Gender Impact in Self-supervised Models for Speech-to-Text Systemscited by 14
- 2019On the Use/Misuse of the Term 'Phoneme'cited by 9
Built on by
Citing papers per year: 2025: 2; 2026: 3.
5 papers.
- 2025EMO-Debias: Benchmarking Gender Debiasing Techniques in Multi-Label Speech Emotion Recognitioncited by 3
- 2025SLAyiNG: A Diverse and Community-validated Dataset of Queer Slangcited by 1
- 2026Ouvia: A User-centered Framework for Measuring Usability of Speech Translation in Real-World Communication Scenarioscited by 0
- 2026Queer inclusion in speech datasets: An audit and taxonomy of practical tensionscited by 0
- 2026Towards participatory speech dataset curation: A queer case study and conceptual frameworkcited by 0
- 2026Towards participatory speech dataset curation: A queer case study and conceptual framework21 Sep 2026
- 2026Queer inclusion in speech datasets: An audit and taxonomy of practical tensions21 Sep 2026
- 2026Ouvia: A User-centered Framework for Measuring Usability of Speech Translation in Real-World Communication Scenarios4 Jun 2026
- 2025SLAyiNG: A Diverse and Community-validated Dataset of Queer Slang22 Sep 2025
- 2025EMO-Debias: Benchmarking Gender Debiasing Techniques in Multi-Label Speech Emotion Recognition5 Jun 2025