CML-TTS A Multilingual Dataset for Speech Synthesis in Low-Resource Languages
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Abstract (arXiv)
In this paper, we present CML-TTS, a recursive acronym for CML-Multi-Lingual-TTS, a new Text-to-Speech (TTS) dataset developed at the Center of Excellence in Artificial Intelligence (CEIA) of the Federal University of Goias (UFG). CML-TTS is based on Multilingual LibriSpeech (MLS) and adapted for training TTS models, consisting of audiobooks in seven languages: Dutch, French, German, Italian, Portuguese, Polish, and Spanish. Additionally, we provide the YourTTS model, a multi-lingual TTS model, trained using 3,176.13 hours from CML-TTS and also with 245.07 hours from LibriTTS, in English. Our purpose in creating this dataset is to open up new research possibilities in the TTS area for multi-lingual models. The dataset is publicly available under the CC-BY 4.0 license1.
Key facts. Cited by 15 papers in the map (data through 14 Oct 2026). First posted on arXiv 16 Jun 2023.
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Citing papers per year: 2024: 4; 2025: 5; 2026: 6.
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- 2024XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Modelcited by 179
- 2025Koel-TTS: Enhancing LLM based Speech Generation with Preference Alignment and Classifier Free Guidancecited by 27
- 2025Streaming Sequence-to-Sequence Learning with Delayed Streams Modelingcited by 27
- 2026OmniVoice: Towards Omnilingual Zero-Shot Text-to-Speech with Diffusion Language Modelscited by 25
- 2024FLEURS-R: A Restored Multilingual Speech Corpus for Generation Taskscited by 13
- 2024RFWave: Multi-band Rectified Flow for Audio Waveform Reconstructioncited by 9
- 2026Simultaneous Speech-to-Speech Translation Without Aligned Datacited by 7
- 2024A multilingual training strategy for low resource Text to Speechcited by 3
- 2025Synthetic Voice Data for Automatic Speech Recognition in African Languagescited by 3
- 2025Align2Speak: Improving TTS for Low Resource Languages via ASR-Guided Online Preference Optimizationcited by 1
- 2025The Impact of Prosodic Segmentation on Speech Synthesis of Spontaneous Speechcited by 0
- 2026Tagarela - A Portuguese speech dataset from podcastscited by 0
- 2026Data Scale, Not Latency, Shapes Cross-Lingual Encoder Transfer in Streaming ASR23 Jun 2026
- 2026Extracting accent features in spoken Brazilian Portuguese without sociolinguistic labels28 May 2026
- 2026Saar-Voice: A Multi-Speaker Saarbr"ucken Dialect Speech Corpus13 Apr 2026
- 2026OmniVoice: Towards Omnilingual Zero-Shot Text-to-Speech with Diffusion Language Models1 Apr 2026
- 2026Tagarela - A Portuguese speech dataset from podcasts16 Mar 2026
- 2026Simultaneous Speech-to-Speech Translation Without Aligned Data11 Feb 2026
- 2025The Impact of Prosodic Segmentation on Speech Synthesis of Spontaneous Speech6 Nov 2025
- 2025Align2Speak: Improving TTS for Low Resource Languages via ASR-Guided Online Preference Optimization26 Sep 2025
- 2025Streaming Sequence-to-Sequence Learning with Delayed Streams Modeling10 Sep 2025
- 2025Synthetic Voice Data for Automatic Speech Recognition in African Languages23 Jul 2025
- 2025Koel-TTS: Enhancing LLM based Speech Generation with Preference Alignment and Classifier Free Guidance7 Feb 2025
- 2024A multilingual training strategy for low resource Text to Speech2 Sep 2024
3 more
- 2024XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Modelcited by 179
- 2025Streaming Sequence-to-Sequence Learning with Delayed Streams Modelingcited by 27
- 2024FLEURS-R: A Restored Multilingual Speech Corpus for Generation Taskscited by 13
- 2026Simultaneous Speech-to-Speech Translation Without Aligned Datacited by 7
- 2024A multilingual training strategy for low resource Text to Speechcited by 3
- 2025Synthetic Voice Data for Automatic Speech Recognition in African Languagescited by 3
- 2025The Impact of Prosodic Segmentation on Speech Synthesis of Spontaneous Speechcited by 0
- 2026Tagarela - A Portuguese speech dataset from podcastscited by 0
- 2026Saar-Voice: A Multi-Speaker Saarbr"ucken Dialect Speech Corpuscited by 0
- 2026Extracting accent features in spoken Brazilian Portuguese without sociolinguistic labelscited by 0
- 2026Data Scale, Not Latency, Shapes Cross-Lingual Encoder Transfer in Streaming ASRcited by 0
- 2026Data Scale, Not Latency, Shapes Cross-Lingual Encoder Transfer in Streaming ASR23 Jun 2026
- 2026Extracting accent features in spoken Brazilian Portuguese without sociolinguistic labels28 May 2026
- 2026Saar-Voice: A Multi-Speaker Saarbr"ucken Dialect Speech Corpus13 Apr 2026
- 2026Tagarela - A Portuguese speech dataset from podcasts16 Mar 2026
- 2026Simultaneous Speech-to-Speech Translation Without Aligned Data11 Feb 2026
- 2025The Impact of Prosodic Segmentation on Speech Synthesis of Spontaneous Speech6 Nov 2025
- 2025Streaming Sequence-to-Sequence Learning with Delayed Streams Modeling10 Sep 2025
- 2025Synthetic Voice Data for Automatic Speech Recognition in African Languages23 Jul 2025
- 2024A multilingual training strategy for low resource Text to Speech2 Sep 2024
- 2024FLEURS-R: A Restored Multilingual Speech Corpus for Generation Tasks12 Aug 2024
- 2024XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model7 Jun 2024