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Measuring the semantic similarity between two sentences (or Semantic Textual Similarity - STS) is fundamental in many NLP applications. Despite the remarkable results in supervised settings with adequate labeling, little attention has been…

Computation and Language · Computer Science 2018-10-31 Xin Tang , Shanbo Cheng , Loc Do , Zhiyu Min , Feng Ji , Heng Yu , Ji Zhang , Haiqin Chen

End-to-end (E2E) models have been explored for large speech corpora and have been found to match or outperform traditional pipeline-based systems in some languages. However, most prior work on end-to-end models use speech corpora exceeding…

Audio and Speech Processing · Electrical Eng. & Systems 2019-06-25 Brij Mohan Lal Srivastava , Basil Abraham , Sunayana Sitaram , Rupesh Mehta , Preethi Jyothi

Recent advances in large language models (LLMs) and development of audio codecs greatly propel the zero-shot TTS. They can synthesize personalized speech with only a 3-second speech of an unseen speaker as acoustic prompt. However, they…

Sound · Computer Science 2024-06-07 Jinlong Xue , Yayue Deng , Yicheng Han , Yingming Gao , Ya Li

Current Text-to-Speech (TTS) systems typically use separate models for speech-prompted and text-prompted timbre control. While unifying both control signals into a single model is desirable, the challenge of cross-modal alignment often…

Sound · Computer Science 2026-03-18 Zihao Zheng , Wen Wu , Chao Zhang , Mengyue Wu , Xuenan Xu

With rapid globalization, the need to build inclusive and representative speech technology cannot be overstated. Accent is an important aspect of speech that needs to be taken into consideration while building inclusive speech synthesizers.…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-01 Jan Melechovsky , Ambuj Mehrish , Berrak Sisman , Dorien Herremans

Speaker adaptation in text-to-speech synthesis (TTS) is to finetune a pre-trained TTS model to adapt to new target speakers with limited data. While much effort has been conducted towards this task, seldom work has been performed for low…

Sound · Computer Science 2022-11-03 Kun Song , Heyang Xue , Xinsheng Wang , Jian Cong , Yongmao Zhang , Lei Xie , Bing Yang , Xiong Zhang , Dan Su

Text-to-speech (TTS) development for African languages such as Luganda is still limited, primarily due to the scarcity of high-quality, single-speaker recordings essential for training TTS models. Prior work has focused on utilizing the…

Sound · Computer Science 2024-05-17 Sulaiman Kagumire , Andrew Katumba , Joyce Nakatumba-Nabende , John Quinn

Voice-based conversational AI systems increasingly rely on cascaded architectures that combine speech-to-text (STT), large language models (LLMs), and text-to-speech (TTS) components. We present a large-scale empirical comparison of STT x…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-25 Rumi Allbert , Nima Yazdani , Ali Ansari , Aruj Mahajan , Amirhossein Afsharrad , Seyed Shahabeddin Mousavi

Different languages have distinct phonetic systems and vary in their prosodic features making it challenging to develop a Text-to-Speech (TTS) model that can effectively synthesise speech in multilingual settings. Furthermore, TTS…

Computation and Language · Computer Science 2024-06-26 Yingting Li , Ambuj Mehrish , Bryan Chew , Bo Cheng , Soujanya Poria

Neural network based end-to-end Text-to-Speech (TTS) has greatly improved the quality of synthesized speech. While how to use massive spontaneous speech without transcription efficiently still remains an open problem. In this paper, we…

Sound · Computer Science 2022-02-07 Dabiao Ma , Yitong Zhang , Meng Li , Feng Ye

Current text-to-speech (TTS) models face a persistent limitation: autoregressive (AR) models suffer from low generation efficiency, while modern non-autoregressive (NAR) models experience high latency due to their unordered temporal nature.…

Sound · Computer Science 2026-03-17 Zhengyan Sheng , Zhihao Du , Shiliang Zhang , Zhijie Yan , Liping Chen

Speech synthesis and music audio generation from symbolic input differ in many aspects but share some similarities. In this study, we investigate how text-to-speech synthesis techniques can be used for piano MIDI-to-audio synthesis tasks.…

Sound · Computer Science 2022-02-25 Erica Cooper , Xin Wang , Junichi Yamagishi

We introduce Voxtral TTS, an expressive multilingual text-to-speech model that generates natural speech from as little as 3 seconds of reference audio. Voxtral TTS adopts a hybrid architecture that combines auto-regressive generation of…

Artificial Intelligence · Computer Science 2026-04-07 Mistral-AI , : , Alexander H. Liu , Alexis Tacnet , Andy Ehrenberg , Andy Lo , Chen-Yo Sun , Guillaume Lample , Henry Lagarde , Jean-Malo Delignon , Jaeyoung Kim , John Harvill , Khyathi Raghavi Chandu , Lorenzo Signoretti , Margaret Jennings , Patrick von Platen , Pavankumar Reddy Muddireddy , Rohin Arora , Sanchit Gandhi , Samuel Humeau , Soham Ghosh , Srijan Mishra , Van Phung , Abdelaziz Bounhar , Abhinav Rastogi , Adrien Sadé , Alan Jeffares , Albert Jiang , Alexandre Cahill , Alexandre Gavaudan , Alexandre Sablayrolles , Amélie Héliou , Amos You , Andrew Bai , Andrew Zhao , Angele Lenglemetz , Anmol Agarwal , Anton Eliseev , Antonia Calvi , Arjun Majumdar , Arthur Fournier , Artjom Joosen , Avi Sooriyarachchi , Aysenur Karaduman Utkur , Baptiste Bout , Baptiste Rozière , Baudouin De Monicault , Benjamin Tibi , Bowen Yang , Charlotte Cronjäger , Clémence Lanfranchi , Connor Chen , Corentin Barreau , Corentin Sautier , Cyprien Courtot , Darius Dabert , Diego de las Casas , Elizaveta Demyanenko , Elliot Chane-Sane , Emmanuel Gottlob , Enguerrand Paquin , Etienne Goffinet , Fabien Niel , Faruk Ahmed , Federico Baldassarre , Gabrielle Berrada , Gaëtan Ecrepont , Gauthier Guinet , Genevieve Hayes , Georgii Novikov , Giada Pistilli , Guillaume Kunsch , Guillaume Martin , Guillaume Raille , Gunjan Dhanuka , Gunshi Gupta , Han Zhou , Harshil Shah , Hope McGovern , Hugo Thimonier , Indraneel Mukherjee , Irene Zhang , Jacques Sun , Jan Ludziejewski , Jason Rute , Jérémie Dentan , Joachim Studnia , Jonas Amar , Joséphine Delas , Josselin Somerville Roberts , Julien Tauran , Karmesh Yadav , Kartik Khandelwal , Kilian Tep , Kush Jain , Laurence Aitchison , Laurent Fainsin , Léonard Blier , Lingxiao Zhao , Louis Martin , Lucile Saulnier , Luyu Gao , Maarten Buyl , Manan Sharma , Marie Pellat , Mark Prins , Martin Alexandre , Mathieu Poirée , Mathieu Schmitt , Mathilde Guillaumin , Matthieu Dinot , Matthieu Futeral , Maxime Darrin , Maximilian Augustin , Mert Unsal , Mia Chiquier , Mikhail Biriuchinskii , Minh-Quang Pham , Mircea Lica , Morgane Rivière , Nathan Grinsztajn , Neha Gupta , Olivier Bousquet , Olivier Duchenne , Patricia Wang , Paul Jacob , Paul Wambergue , Paula Kurylowicz , Philippe Pinel , Philomène Chagniot , Pierre Stock , Piotr Miłoś , Prateek Gupta , Pravesh Agrawal , Quentin Torroba , Ram Ramrakhya , Randall Isenhour , Rishi Shah , Romain Sauvestre , Roman Soletskyi , Rosalie Millner , Rupert Menneer , Sagar Vaze , Samuel Barry , Samuel Belkadi , Sandeep Subramanian , Sean Cha , Shashwat Verma , Siddhant Waghjale , Siddharth Gandhi , Simon Lepage , Sumukh Aithal , Szymon Antoniak , Tarun Kumar Vangani , Teven Le Scao , Théo Cachet , Theo Simon Sorg , Thibaut Lavril , Thomas Chabal , Thomas Foubert , Thomas Robert , Thomas Wang , Tim Lawson , Tom Bewley , Tom Edwards , Tyler Wang , Umar Jamil , Umberto Tomasini , Valeriia Nemychnikova , Vedant Nanda , Victor Jouault , Vincent Maladière , Vincent Pfister , Virgile Richard , Vladislav Bataev , Wassim Bouaziz , Wen-Ding Li , William Havard , William Marshall , Xinghui Li , Xingran Guo , Xinyu Yang , Yannic Neuhaus , Yassine El Ouahidi , Yassir Bendou , Yihan Wang , Yimu Pan , Zaccharie Ramzi , Zhenlin Xu

End-to-end (E2E) systems synthesise high-quality speech, but this typically requires a large amount of data. As E2E synthesis progressed from Tacotron to FastSpeech2, it became evident that features representing prosody, particularly…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-19 Anusha Prakash , S Umesh , Hema A Murthy

Zero-shot Text-To-Speech (TTS) synthesis shows great promise for personalized voice customization through voice cloning. However, current methods for achieving zero-shot TTS heavily rely on large model scales and extensive training datasets…

Sound · Computer Science 2025-01-16 Qianniu Chen , Xiaoyang Hao , Bowen Li , Yue Liu , Li Lu

End-to-end text-to-speech (TTS) synthesis is a method that directly converts input text to output acoustic features using a single network. A recent advance of end-to-end TTS is due to a key technique called attention mechanisms, and all…

Audio and Speech Processing · Electrical Eng. & Systems 2019-09-02 Yusuke Yasuda , Xin Wang , Junichi Yamagishi

Recent advances in text-to-speech (TTS) synthesis, such as Tacotron and WaveRNN, have made it possible to construct a fully neural network based TTS system, by coupling the two components together. Such a system is conceptually simple as it…

Codec-based text-to-speech (TTS) models have shown impressive quality with zero-shot voice cloning abilities. However, they often struggle with more expressive references or complex text inputs. We present MARS6, a robust encoder-decoder…

Audio and Speech Processing · Electrical Eng. & Systems 2025-01-13 Matthew Baas , Pieter Scholtz , Arnav Mehta , Elliott Dyson , Akshat Prakash , Herman Kamper

Neural text-to-speech (TTS) can provide quality close to natural speech if an adequate amount of high-quality speech material is available for training. However, acquiring speech data for TTS training is costly and time-consuming,…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-29 Tuomo Raitio , Javier Latorre , Andrea Davis , Tuuli Morrill , Ladan Golipour

People may be puzzled by the fact that voice over recordings data sets exist in addition to Text-to-Speech (TTS), Synthesis system advancements, albeit this is not the case. The goal of this study is to explain the relevance of TTS as well…

Sound · Computer Science 2022-04-08 Hala Al Masri , Muhy Eddin Za'ter