mlsanityData to 7 Oct 2026

Speech-based Age and Gender Prediction with Transformers

arXiv 2306.16962 ↗First posted 29 Jun 2023cs.SD eess.AScited by 14

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Abstract (arXiv)

We report on the curation of several publicly available datasets for age and gender prediction. Furthermore, we present experiments to predict age and gender with models based on a pre-trained wav2vec 2.0. Depending on the dataset, we achieve an MAE between 7.1 years and 10.8 years for age, and at least 91.1% ACC for gender (female, male, child). Compared to a modelling approach built on handcrafted features, our proposed system shows an improvement of 9% UAR for age and 4% UAR for gender. To make our findings reproducible, we release the best performing model to the community as well as the sample lists of the data splits.

Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 29 Jun 2023.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 2; 2025: 10; 2026: 2.

14 papers.

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  1. 2025Spark-TTS: An Efficient LLM-Based Text-to-Speech Model with Single-Stream Decoupled Speech Tokenscited by 109
  2. 2025Scaling Rich Style-Prompted Text-to-Speech Datasetscited by 17
  3. 2025CapSpeech: Enabling Downstream Applications in Style-Captioned Text-to-Speechcited by 11
  4. 2025MECAT: A Multi-Experts Constructed Benchmark for Fine-Grained Audio Understanding Taskscited by 6
  5. 2025Mitigating Subgroup Disparities in Multi-Label Speech Emotion Recognition: A Pseudo-Labeling and Unsupervised Learning Approachcited by 5
  6. 2025VoiceBBQ: Investigating Effect of Content and Acoustics in Social Bias of Spoken Language Modelcited by 5
  7. 2025Gender Bias in Instruction-Guided Speech Synthesis Modelscited by 4
  8. 2024Audio-based Kinship Verification Using Age Domain Conversioncited by 3
  9. 2026VoxPrivacy: A Benchmark for Evaluating Interactional Privacy of Speech Language Modelscited by 3
  10. 2025NaturalVoices: A Large-Scale, Spontaneous and Emotional Podcast Dataset for Voice Conversioncited by 2
  11. 2025Spoken DialogSum: An Emotion-Rich Conversational Dataset for Spoken Dialogue Summarizationcited by 2
  12. 2024Exploring Robust Face-Voice Matching in Multilingual Environmentscited by 1
2 more
  1. 2026VoxKnesset: A Large-Scale Longitudinal Hebrew Speech Dataset for Aging Speaker Modelingcited by 1
  2. 2025VANPY: Voice Analysis Frameworkcited by 0