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In this paper, we have introduced and evaluated intonation based feature for scoring the English speech of nonnative English speakers in Indian context. For this, we created an automated spoken English scoring engine to learn from the…

Computation and Language · Computer Science 2019-03-27 Amber Nigam , Arpan Saxena , Ishan Sodhi

We analyze the syntactic sensitivity of Text-to-Speech (TTS) systems using methods inspired by psycholinguistic research. Specifically, we focus on the generation of intonational phrase boundaries, which can often be predicted by…

Computation and Language · Computer Science 2025-10-16 Charlotte Pouw , Afra Alishahi , Willem Zuidema

It is challenging to extract semantic meanings directly from audio signals in spoken language understanding (SLU), due to the lack of textual information. Popular end-to-end (E2E) SLU models utilize sequence-to-sequence automatic speech…

Computation and Language · Computer Science 2023-06-05 Jixuan Wang , Martin Radfar , Kai Wei , Clement Chung

Recurrent Neural Networks (RNNs) have become the standard modeling technique for sequence data, and are used in a number of novel text-to-speech models. However, training a TTS model including RNN components has certain requirements for GPU…

Computation and Language · Computer Science 2023-04-18 Ziqi Liang

Despite prosody is related to the linguistic information up to the discourse structure, most text-to-speech (TTS) systems only take into account that within each sentence, which makes it challenging when converting a paragraph of texts into…

Audio and Speech Processing · Electrical Eng. & Systems 2020-11-11 Guanghui Xu , Wei Song , Zhengchen Zhang , Chao Zhang , Xiaodong He , Bowen Zhou

While recent text to speech (TTS) models perform very well in synthesizing reading-style (e.g., audiobook) speech, it is still challenging to synthesize spontaneous-style speech (e.g., podcast or conversation), mainly because of two…

Sound · Computer Science 2021-07-07 Yuzi Yan , Xu Tan , Bohan Li , Guangyan Zhang , Tao Qin , Sheng Zhao , Yuan Shen , Wei-Qiang Zhang , Tie-Yan Liu

Text-to-speech (TTS) synthesis is the process of producing synthesized speech from text or phoneme input. Traditional TTS models contain multiple processing steps and require external aligners, which provide attention alignments of…

Audio and Speech Processing · Electrical Eng. & Systems 2021-06-08 Hyunseung Chung , Sang-Hoon Lee , Seong-Whan Lee

Audiovisual speech synthesis is the problem of synthesizing a talking face while maximizing the coherency of the acoustic and visual speech. In this paper, we propose and compare two audiovisual speech synthesis systems for 3D face models.…

Audio and Speech Processing · Electrical Eng. & Systems 2021-08-31 Ahmed Hussen Abdelaziz , Anushree Prasanna Kumar , Chloe Seivwright , Gabriele Fanelli , Justin Binder , Yannis Stylianou , Sachin Kajarekar

The auto-regressive architecture, like GPTs, is widely used in modern Text-to-Speech (TTS) systems. However, it incurs substantial inference time, particularly due to the challenges in the next-token prediction posed by lengthy sequences of…

Audio and Speech Processing · Electrical Eng. & Systems 2025-02-11 Bohan Li , Hankun Wang , Situo Zhang , Yiwei Guo , Kai Yu

Non-autoregressive text to speech (TTS) models such as FastSpeech can synthesize speech significantly faster than previous autoregressive models with comparable quality. The training of FastSpeech model relies on an autoregressive teacher…

Audio and Speech Processing · Electrical Eng. & Systems 2022-08-09 Yi Ren , Chenxu Hu , Xu Tan , Tao Qin , Sheng Zhao , Zhou Zhao , Tie-Yan Liu

This paper presents HITSZ's submission for the IWSLT 2025 Indic track, focusing on speech-to-text translation (ST) for English-to-Indic and Indic-to-English language pairs. To enhance translation quality in this low-resource scenario, we…

Computation and Language · Computer Science 2025-07-29 Xuchen Wei , Yangxin Wu , Yaoyin Zhang , Henglyu Liu , Kehai Chen , Xuefeng Bai , Min Zhang

Even with several advancements in multilingual modeling, it is challenging to recognize multiple languages using a single neural model, without knowing the input language and most multilingual models assume the availability of the input…

Audio and Speech Processing · Electrical Eng. & Systems 2024-01-23 Aditya Patil , Vikas Joshi , Purvi Agrawal , Rupesh Mehta

Parallel text-to-speech (TTS) models have recently enabled fast and highly-natural speech synthesis. However, they typically require external alignment models, which are not necessarily optimized for the decoder as they are not jointly…

Sound · Computer Science 2023-03-08 Bac Nguyen , Fabien Cardinaux , Stefan Uhlich

Despite recent advances in voice separation methods, many challenges remain in realistic scenarios such as noisy recording and the limits of available data. In this work, we propose to explicitly incorporate the phonetic and linguistic…

This paper proposes an approach to build a high-quality text-to-speech (TTS) system for technical domains using data augmentation. An end-to-end (E2E) system is trained on hidden Markov model (HMM) based synthesized speech and further…

Audio and Speech Processing · Electrical Eng. & Systems 2022-12-23 Ishika Gupta , Anusha Prakash , Jom Kuriakose , Hema A. Murthy

Tacotron-based end-to-end speech synthesis has shown remarkable voice quality. However, the rendering of prosody in the synthesized speech remains to be improved, especially for long sentences, where prosodic phrasing errors can occur…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-09 Rui Liu , Berrak Sisman , Feilong Bao , Guanglai Gao , Haizhou Li

Producing synthetic voice, similar to human-like sound, is an emerging novelty of modern interactive media systems. Text-To-Speech (TTS) systems try to generate synthetic and authentic voices via text input. Besides, well known and familiar…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-24 Mohammad Reza Hasanabadi

Hidden-Markov-model (HMM) based text-to-speech (HTS) offers flexibility in speaking styles along with fast training and synthesis while being computationally less intense. HTS performs well even in low-resource scenarios. The primary…

Audio and Speech Processing · Electrical Eng. & Systems 2023-02-14 Sudhanshu Srivastava , Ishika Gupta , Anusha Prakash , Jom Kuriakose , Hema A. Murthy

Modern text-to-speech (TTS) systems are able to generate audio that sounds almost as natural as human speech. However, the bar of developing high-quality TTS systems remains high since a sizable set of studio-quality <text, audio> pairs is…

Computation and Language · Computer Science 2019-06-19 Wei Fang , Yu-An Chung , James Glass

End-to-end (E2E) spoken language understanding (SLU) systems can infer the semantics of a spoken utterance directly from an audio signal. However, training an E2E system remains a challenge, largely due to the scarcity of paired…

Audio and Speech Processing · Electrical Eng. & Systems 2021-04-16 Bhuvan Agrawal , Markus Müller , Martin Radfar , Samridhi Choudhary , Athanasios Mouchtaris , Siegfried Kunzmann
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