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Large language models (LLMs) exhibit impressive language capabilities but remain vulnerable to malicious prompts and jailbreaking attacks. Existing knowledge editing methods for LLM detoxification face two major challenges. First, they…

计算与语言 · 计算机科学 2025-05-29 Yifan Lu , Jing Li , Yigeng Zhou , Yihui Zhang , Wenya Wang , Xiucheng Li , Meishan Zhang , Fangming Liu , Jun Yu , Min Zhang

We introduce SupertonicTTS, a novel text-to-speech (TTS) system designed for efficient and streamlined speech synthesis. SupertonicTTS comprises three components: a speech autoencoder for continuous latent representation, a text-to-latent…

音频与语音处理 · 电气工程与系统科学 2025-09-24 Hyeongju Kim , Jinhyeok Yang , Yechan Yu , Seunghun Ji , Jacob Morton , Frederik Bous , Joon Byun , Juheon Lee

Text-to-speech (TTS) and text-to-music (TTM) models face significant limitations in instruction-based control. TTS systems usually depend on reference audio for timbre, offer only limited text-level attribute control, and rarely support…

音频与语音处理 · 电气工程与系统科学 2025-11-25 Chunyu Qiang , Kang Yin , Xiaopeng Wang , Yuzhe Liang , Jiahui Zhao , Ruibo Fu , Tianrui Wang , Cheng Gong , Chen Zhang , Longbiao Wang , Jianwu Dang

For personalized speech generation, a neural text-to-speech (TTS) model must be successfully implemented with limited data from a target speaker. To this end, the baseline TTS model needs to be amply generalized to out-of-domain data (i.e.,…

声音 · 计算机科学 2023-08-30 Hyungchan Yoon , Changhwan Kim , Eunwoo Song , Hyun-Wook Yoon , Hong-Goo Kang

Text-to-speech (TTS) acoustic models map linguistic features into an acoustic representation out of which an audible waveform is generated. The latest and most natural TTS systems build a direct mapping between linguistic and waveform…

声音 · 计算机科学 2019-09-24 David Álvarez , Santiago Pascual , Antonio Bonafonte

Data augmentation is one of the most effective ways to make end-to-end automatic speech recognition (ASR) perform close to the conventional hybrid approach, especially when dealing with low-resource tasks. Using recent advances in speech…

音频与语音处理 · 电气工程与系统科学 2020-12-21 Aleksandr Laptev , Roman Korostik , Aleksey Svischev , Andrei Andrusenko , Ivan Medennikov , Sergey Rybin

Diffusion-based text-to-audio (TTA) generation has made substantial progress, leveraging latent diffusion model (LDM) to produce high-quality, diverse and instruction-relevant audios. However, beyond generation, the task of audio editing…

声音 · 计算机科学 2024-10-01 Yuhang Jia , Yang Chen , Jinghua Zhao , Shiwan Zhao , Wenjia Zeng , Yong Chen , Yong Qin

Recent advances in synthetic speech quality have enabled us to train text-to-speech (TTS) systems by using synthetic corpora. However, merely increasing the amount of synthetic data is not always advantageous for improving training…

音频与语音处理 · 电气工程与系统科学 2022-07-01 Eunwoo Song , Ryuichi Yamamoto , Ohsung Kwon , Chan-Ho Song , Min-Jae Hwang , Suhyeon Oh , Hyun-Wook Yoon , Jin-Seob Kim , Jae-Min Kim

Existing speech editing detection (SED) datasets are predominantly constructed using manual splicing or limited editing operations, resulting in restricted diversity and poor coverage of realistic editing scenarios. Meanwhile, current SED…

声音 · 计算机科学 2026-05-26 Jun Xue , Yi Chai , Yanzhen Ren , Jinshen He , Zhiqiang Tang , Zhuolin Yi , Yihuan Huang , Yuankun Xie , Yujie Chen

Recent advancements in Text-to-Speech (TTS) technology have led to natural-sounding speech for English, primarily due to the availability of large-scale, high-quality web data. However, many other languages lack access to such resources,…

计算与语言 · 计算机科学 2024-10-24 Srija Anand , Praveen Srinivasa Varadhan , Mehak Singal , Mitesh M. Khapra

Lifelong learning enables large language models (LLMs) to adapt to evolving information by continually updating their internal knowledge. An ideal system should support efficient, wide-ranging updates while preserving existing capabilities…

计算与语言 · 计算机科学 2026-03-11 Xiaojie Gu , Ziying Huang , Jia-Chen Gu , Kai Zhang

We propose a novel training strategy for Tacotron-based text-to-speech (TTS) system to improve the expressiveness of speech. One of the key challenges in prosody modeling is the lack of reference that makes explicit modeling difficult. The…

声音 · 计算机科学 2021-04-13 Rui Liu , Berrak Sisman , Guanglai Gao , Haizhou Li

The advent of one-step text-to-image (T2I) models offers unprecedented synthesis speed. However, their application to text-guided image editing remains severely hampered, as forcing existing training-free editors into a single inference…

计算机视觉与模式识别 · 计算机科学 2026-03-26 Liangsi Lu , Xuhang Chen , Minzhe Guo , Shichu Li , Jingchao Wang , Yang Shi

While current emotional Text-to-Speech (TTS) models have successfully controlled verbal prosody, they often ignore non-verbal vocalizations (NVs), which are essential for authentic human emotion. Although some non-verbal datasets have…

音频与语音处理 · 电气工程与系统科学 2026-05-26 Wangzixi Zhou , Bagus Tris Atmaja , Sakriani Sakti

Prosodic boundary plays an important role in text-to-speech synthesis (TTS) in terms of naturalness and readability. However, the acquisition of prosodic boundary labels relies on manual annotation, which is costly and time-consuming. In…

声音 · 计算机科学 2022-06-17 Ziqian Dai , Jianwei Yu , Yan Wang , Nuo Chen , Yanyao Bian , Guangzhi Li , Deng Cai , Dong Yu

Recent parallel neural text-to-speech (TTS) synthesis methods are able to generate speech with high fidelity while maintaining high performance. However, these systems often lack control over the output prosody, thus restricting the…

音频与语音处理 · 电气工程与系统科学 2022-03-30 Shreyas Seshadri , Tuomo Raitio , Dan Castellani , Jiangchuan Li

While controllable Text-to-Speech (TTS) has achieved notable progress, most existing methods remain limited to inter-utterance-level control, making fine-grained intra-utterance expression challenging due to their reliance on non-public…

声音 · 计算机科学 2026-05-19 Qifan Liang , Yuansen Liu , Ruixin Wei , Nan Lu , Junchuan Zhao , Ye Wang

Spoken language understanding (SLU) systems often exhibit suboptimal performance in processing atypical speech, typically caused by neurological conditions and motor impairments. Recent advancements in Text-to-Speech (TTS) synthesis-based…

Bootstrapping speech recognition on limited data resources has been an area of active research for long. The recent transition to all-neural models and end-to-end (E2E) training brought along particular challenges as these models are known…

音频与语音处理 · 电气工程与系统科学 2021-06-21 Manuel Giollo , Deniz Gunceler , Yulan Liu , Daniel Willett

Zero-shot text-to-speech (TTS) synthesis aims to clone any unseen speaker's voice without adaptation parameters. By quantizing speech waveform into discrete acoustic tokens and modeling these tokens with the language model, recent language…