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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

We present KUTED, a speech-to-text translation (S2TT) dataset for Central Kurdish, derived from TED and TEDx talks. The corpus comprises 91,000 sentence pairs, including 170 hours of English audio, 1.65 million English tokens, and 1.40…

Computation and Language · Computer Science 2026-04-02 Mohammad Mohammadamini , Daban Q. Jaff , Josep Crego , Marie Tahon , Antoine Laurent

End-to-end text-to-speech synthesis systems achieved immense success in recent times, with improved naturalness and intelligibility. However, the end-to-end models, which primarily depend on the attention-based alignment, do not offer an…

Audio and Speech Processing · Electrical Eng. & Systems 2021-10-07 Giridhar Pamisetty , K. Sri Rama Murty

End-to-end text-to-speech (TTS) systems have been developed for European languages like English and Spanish with state-of-the-art speech quality, prosody, and naturalness. However, development of end-to-end TTS for Indian languages is…

Computation and Language · Computer Science 2022-12-08 Ankur Debnath , Shridevi S Patil , Gangotri Nadiger , Ramakrishnan Angarai Ganesan

In this work, we present our deployment-ready Speech-to-Speech Machine Translation (SSMT) system for English-Hindi, English-Marathi, and Hindi-Marathi language pairs. We develop the SSMT system by cascading Automatic Speech Recognition…

Computation and Language · Computer Science 2023-05-23 Shivam Mhaskar , Vineet Bhat , Akshay Batheja , Sourabh Deoghare , Paramveer Choudhary , Pushpak Bhattacharyya

Text-to-Speech (TTS) system is a system where speech is synthesized from a given text following any particular approach. Concatenative synthesis, Hidden Markov Model (HMM) based synthesis, Deep Learning (DL) based synthesis with multiple…

Sound · Computer Science 2021-08-03 Prithwiraj Bhattacharjee , Rajan Saha Raju , Arif Ahmad , M. Shahidur Rahman

In this paper, we introduce a high-quality and large-scale benchmark dataset for English-Vietnamese speech translation with 508 audio hours, consisting of 331K triplets of (sentence-lengthed audio, English source transcript sentence,…

Computation and Language · Computer Science 2022-08-09 Linh The Nguyen , Nguyen Luong Tran , Long Doan , Manh Luong , Dat Quoc Nguyen

With the development of large text-to-speech (TTS) models and scale-up of the training data, state-of-the-art TTS systems have achieved impressive performance. In this paper, we present WenetSpeech4TTS, a multi-domain Mandarin corpus…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-21 Linhan Ma , Dake Guo , Kun Song , Yuepeng Jiang , Shuai Wang , Liumeng Xue , Weiming Xu , Huan Zhao , Binbin Zhang , Lei Xie

Modern text-to-speech (TTS) systems use deep learning to synthesize speech increasingly approaching human quality, but they require a database of high quality audio-text sentence pairs for training. Malayalam, the official language of the…

Sound · Computer Science 2022-11-24 Deepa P Gopinath , Thennal D K , Vrinda V Nair , Swaraj K S , Sachin G

This paper presents a novel framework for speech transcription and synthesis, leveraging edge-cloud parallelism to enhance processing speed and accessibility for Kinyarwanda and Swahili speakers. It addresses the scarcity of powerful…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-21 Pacome Simon Mbonimpa , Diane Tuyizere , Azizuddin Ahmed Biyabani , Ozan K. Tonguz

The performance of a text-to-speech (TTS) synthesis model depends on various factors, of which the quality of the training data is of utmost importance. Millions of data are collected around the globe for various languages, but resources…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-21 Sujitha Sathiyamoorthy , N Mohana , Anusha Prakash , Hema A Murthy

This paper introduces a set of English translations for a 123-hour subset of the CallHome Mandarin Chinese data and the HKUST Mandarin Telephone Speech data for the task of speech translation. Paired source-language speech and…

Audio and Speech Processing · Electrical Eng. & Systems 2024-04-19 Shannon Wotherspoon , William Hartmann , Matthew Snover

With nearly 1.5 billion people and more than 120 major languages, India represents one of the most diverse regions in the world. As multilingual Vision-Language Models (VLMs) gain prominence, robust evaluation methodologies are essential to…

Recent advances in deep learning show that end-to-end speech to text translation model is a promising approach to direct the speech translation field. In this work, we provide an overview of different end-to-end architectures, as well as…

Computation and Language · Computer Science 2019-11-21 Parnia Bahar , Tobias Bieschke , Hermann Ney

Bengali is spoken by over 230 million people yet remains severely under-served in automatic speech recognition (ASR) and speaker diarization research. In this paper, we present our system for the DL Sprint 4.0 Bengali Long-Form Speech…

Computation and Language · Computer Science 2026-03-23 Md. Nazmus Sakib , Shafiul Tanvir , Mesbah Uddin Ahamed , H. M. Aktaruzzaman Mukdho

Instruction-following text-to-speech (TTS) has emerged as an important capability for controllable and expressive speech generation, yet its evaluation remains underdeveloped due to limited benchmark coverage, weak diagnostic granularity,…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-21 Huakang Chen , Jingbin Hu , Liumeng Xue , Qirui Zhan , Wenhao Li , Guobin Ma , Hanke Xie , Dake Guo , Linhan Ma , Yuepeng Jiang , Bengu Wu , Pengyuan Xie , Chuan Xie , Qiang Zhang , Lei Xie

This paper investigates the finetuning of end-to-end models for bidirectional Estonian-English and Estonian-Russian conversational speech-to-text translation. Due to the limited availability of speech translation data for Estonian, we…

Computation and Language · Computer Science 2024-07-08 Tiia Sildam , Andra Velve , Tanel Alumäe

It is relatively easy to mine a large parallel corpus for any machine learning task, such as speech-to-text or speech-to-speech translation. Although these mined corpora are large in volume, their quality is questionable. This work shows…

Computation and Language · Computer Science 2024-02-06 Md Mahfuz Ibn Alam , Antonios Anastasopoulos

Building text-to-speech (TTS) synthesisers for Indian languages is a difficult task owing to a large number of active languages. Indian languages can be classified into a finite set of families, prominent among them, Indo-Aryan and…

Audio and Speech Processing · Electrical Eng. & Systems 2022-11-01 Anusha Prakash , Hema A Murthy

Speech translation for Indian languages remains a challenging task due to the scarcity of large-scale, publicly available datasets that capture the linguistic diversity and domain coverage essential for real-world applications. Existing…

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