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Saar-Voice: A Multi-Speaker Saarbr"ucken Dialect Speech Corpus

arXiv 2604.11803 ↗First posted 13 Apr 2026cs.CLcited by 0

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Abstract (arXiv)

Natural language processing (NLP) and speech technologies have made significant progress in recent years; however, they remain largely focused on standardized language varieties. Dialects, despite their cultural significance and widespread use, are underrepresented in linguistic resources and computational models, resulting in performance disparities. To address this gap, we introduce Saar-Voice, a six-hour speech corpus for the Saarbr"ucken dialect of German. The dataset was created by first collecting text through digitized books and locally sourced materials. A subset of this text was recorded by nine speakers, and we conducted analyses on both the textual and speech components to assess the dataset's characteristics and quality. We discuss methodological challenges related to orthographic and speaker variation, and explore grapheme-to-phoneme (G2P) conversion. The resulting corpus provides aligned textual and audio representations. This serves as a foundation for future research on dialect-aware text-to-speech (TTS), particularly in low-resource scenarios, including zero-shot and few-shot model adaptation.

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References · 31

  1. 2020MLS: A Large-Scale Multilingual Dataset for Speech Researchcited by 476
  2. 2022FLEURS: Few-shot Learning Evaluation of Universal Representations of Speechcited by 469
  3. 2021VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretationcited by 463
  4. 2024XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Modelcited by 179
  5. 2023StyleTTS 2: Towards Human-Level Text-to-Speech through Style Diffusion and Adversarial Training with Large Speech Language Modelscited by 152
  6. 2022MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languagescited by 146
  7. 2020VoxLingua107: a Dataset for Spoken Language Recognitioncited by 122
  8. 2022One Country, 700+ Languages: NLP Challenges for Underrepresented Languages and Dialects in Indonesiacited by 66
  9. 2024DIALECTBENCH: A NLP Benchmark for Dialects, Varieties, and Closely-Related Languagescited by 50
  10. 2024Towards Robust Speech Representation Learning for Thousands of Languagescited by 50
  11. 2023AfriSpeech-200: Pan-African Accented Speech Dataset for Clinical and General Domain ASRcited by 35
  12. 2022What a Creole Wants, What a Creole Needscited by 27
19 more
  1. 2024What Do Dialect Speakers Want? A Survey of Attitudes Towards Language Technology for German Dialectscited by 21
  2. 2019Arabic natural language processing: An overviewcited by 20
  3. 2020AccentDB: A Database of Non-Native English Accents to Assist Neural Speech Recognitioncited by 19
  4. 2024AfriHuBERT: A self-supervised speech representation model for African languagescited by 18
  5. 2020Swiss Parliaments Corpus, an Automatically Aligned Swiss German Speech to Standard German Text Corpuscited by 16
  6. 2025Charting the Landscape of African NLP: Mapping Progress and Shaping the Road Aheadcited by 16
  7. 2023CML-TTS A Multilingual Dataset for Speech Synthesis in Low-Resource Languagescited by 15
  8. 2023ZMM-TTS: Zero-shot Multilingual and Multispeaker Speech Synthesis Conditioned on Self-supervised Discrete Speech Representationscited by 15
  9. 2024FLEURS-R: A Restored Multilingual Speech Corpus for Generation Taskscited by 13
  10. 2025Large Language Models Discriminate Against Speakers of German Dialectscited by 13
  11. 2024Voices Unheard: NLP Resources and Models for Yor`ub'a Regional Dialectscited by 11
  12. 2024Evaluating Pixel Language Models on Non-Standardized Languagescited by 10
  13. 2023Task-Agnostic Low-Rank Adapters for Unseen English Dialectscited by 9
  14. 2024Meta Learning Text-to-Speech Synthesis in over 7000 Languagescited by 9
  15. 2024MaiBaam: A Multi-Dialectal Bavarian Universal Dependency Treebankcited by 7
  16. 2025A Multi-Dialectal Dataset for German Dialect ASR and Dialect-to-Standard Speech Translationcited by 7
  17. 2025NADI 2025: The First Multidialectal Arabic Speech Processing Shared Taskcited by 7
  18. 2025Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case Studycited by 3
  19. 2024The IgboAPI Dataset: Empowering Igbo Language Technologies through Multi-dialectal Enrichmentcited by 2

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