mlsanityData to 7 Oct 2026

Hi-Fi Multi-Speaker English TTS Dataset

arXiv 2104.01497 ↗First posted 3 Apr 2021eess.AScited by 60

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Abstract (arXiv)

This paper introduces a new multi-speaker English dataset for training text-to-speech models. The dataset is based on LibriVox audiobooks and Project Gutenberg texts, both in the public domain. The new dataset contains about 292 hours of speech from 10 speakers with at least 17 hours per speaker sampled at 44.1 kHz. To select speech samples with high quality, we considered audio recordings with a signal bandwidth of at least 13 kHz and a signal-to-noise ratio (SNR) of at least 32 dB. The dataset is publicly released at http://www.openslr.org/109/ .

Key facts. Cited by 60 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Apr 2021.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 6; 2022: 9; 2023: 10; 2024: 10; 2025: 15; 2026: 10.

60 papers.

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  1. 2021A Survey on Neural Speech Synthesiscited by 182
  2. 2021Guided-TTS: A Diffusion Model for Text-to-Speech via Classifier Guidancecited by 84
  3. 2023Better speech synthesis through scalingcited by 63
  4. 2025Koel-TTS: Enhancing LLM based Speech Generation with Preference Alignment and Classifier Free Guidancecited by 26
  5. 2025AnyEnhance: A Unified Generative Model with Prompt-Guidance and Self-Critic for Voice Enhancementcited by 23
  6. 2024Improving Robustness of LLM-based Speech Synthesis by Learning Monotonic Alignmentcited by 21
  7. 2022WavThruVec: Latent speech representation as intermediate features for neural speech synthesiscited by 17
  8. 2022Low-Resource Multilingual and Zero-Shot Multispeaker TTScited by 15
  9. 2023ClArTTS: An Open-Source Classical Arabic Text-to-Speech Corpuscited by 14
  10. 2025NanoCodec: Towards High-Quality Ultra Fast Speech LLM Inferencecited by 14
  11. 2022Exact Prosody Cloning in Zero-Shot Multispeaker Text-to-Speechcited by 13
  12. 2021Adapting TTS models For New Speakers using Transfer Learningcited by 12
38 more
  1. 2024Low Frame-rate Speech Codec: a Codec Designed for Fast High-quality Speech LLM Training and Inferencecited by 11
  2. 2022Adapter-Based Extension of Multi-Speaker Text-to-Speech Model for New Speakerscited by 9
  3. 2024RFWave: Multi-band Rectified Flow for Audio Waveform Reconstructioncited by 9
  4. 2024Meta Learning Text-to-Speech Synthesis in over 7000 Languagescited by 9
  5. 2023mdctGAN: Taming transformer-based GAN for speech super-resolution with Modified DCT spectracited by 6
  6. 2025UniSS: Unified Expressive Speech-to-Speech Translation with Your Voicecited by 6
  7. 2021A Toolbox for Construction and Analysis of Speech Datasetscited by 5
  8. 2021RefineGAN: Universally Generating Waveform Better than Ground Truth with Highly Accurate Pitch and Intensity Responsescited by 5
  9. 2022Distribution augmentation for low-resource expressive text-to-speechcited by 5
  10. 2022PoeticTTS -- Controllable Poetry Reading for Literary Studiescited by 5
  11. 2026The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoningcited by 5
  12. 2021Revisiting IPA-based Cross-lingual Text-to-speechcited by 4
  13. 2025Voice Cloning: Comprehensive Surveycited by 4
  14. 2025StableToken: A Noise-Robust Semantic Speech Tokenizer for Resilient SpeechLLMscited by 4
  15. 2025VoiceBridge: General Speech Restoration with One-step Latent Bridge Modelscited by 4
  16. 2023Large-scale unsupervised audio pre-training for video-to-speech synthesiscited by 3
  17. 2024Sound Check: Auditing Audio Datasetscited by 3
  18. 2026VoxServe: Streaming-Centric Serving System for Speech Language Modelscited by 3
  19. 2026VoiceChat-TTS: A Low-Latency Continuous Speech Synthesis Model for Interactive Agentscited by 3
  20. 2023Improving Code-Switching and Named Entity Recognition in ASR with Speech Editing based Data Augmentationcited by 2
  21. 2024StoryTTS: A Highly Expressive Text-to-Speech Dataset with Rich Textual Expressiveness Annotationscited by 2
  22. 2024SVDD Challenge 2024: A Singing Voice Deepfake Detection Challenge Evaluation Plancited by 2
  23. 2025UDDETTS: Unifying Discrete and Dimensional Emotions for Controllable Emotional Text-to-Speechcited by 2
  24. 2025Length-Aware Rotary Position Embedding for Text-Speech Alignmentcited by 2
  25. 2025Objective Evaluation of Prosody and Intelligibility in Speech Synthesis via Conditional Prediction of Discrete Tokenscited by 2
  26. 2026HoliTok: A Continuous Holistic Tokenization with Robust Dual Capabilities of Speech Generation and Understandingcited by 2
  27. 2022Framewise WaveGAN: High Speed Adversarial Vocoder in Time Domain with Very Low Computational Complexitycited by 1
  28. 2023Controllable Generation of Artificial Speaker Embeddings through Discovery of Principal Directionscited by 1
  29. 2024SECP: A Speech Enhancement-Based Curation Pipeline For Scalable Acquisition Of Clean Speechcited by 1
  30. 2024Acquiring Pronunciation Knowledge from Transcribed Speech Audio via Multi-task Learningcited by 1
  31. 2025SupertonicTTS: Towards Highly Efficient and Streamlined Text-to-Speech Systemcited by 1
  32. 2025MaskVCT: Masked Voice Codec Transformer for Zero-Shot Voice Conversion With Increased Controllability via Multiple Guidancescited by 1
  33. 2025Align2Speak: Improving TTS for Low Resource Languages via ASR-Guided Online Preference Optimizationcited by 1
  34. 2025Modeling Sarcastic Speech: Semantic and Prosodic Cues in a Speech Synthesis Frameworkcited by 1
  35. 2026Reconstruct! Don't Encode: Self-Supervised Representation Reconstruction Loss for High-Intelligibility and Low-Latency Streaming Neural Audio Codeccited by 1
  36. 2026Streaming T5-based Text-to-Speech Synthesis with Limited Lookaheadcited by 1
  37. 2022Neural Speech Synthesis on a Shoestring: Improving the Efficiency of LPCNetcited by 0
  38. 2022Towards Unconstrained Audio Splicing Detection and Localization with Neural Networkscited by 0

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