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Conversational recommender systems (CRSs) have become crucial emerging research topics in the field of RSs, thanks to their natural advantages of explicitly acquiring user preferences via interactive conversations and revealing the reasons…

信息检索 · 计算机科学 2023-06-16 Xinghua Qu , Hongyang Liu , Zhu Sun , Xiang Yin , Yew Soon Ong , Lu Lu , Zejun Ma

Body language such as conversational gesture is a powerful way to ease communication. Conversational gestures do not only make a speech more lively but also contain semantic meaning that helps to stress important information in the…

机器人学 · 计算机科学 2022-10-14 Hitoshi Teshima , Naoki Wake , Diego Thomas , Yuta Nakashima , Hiroshi Kawasaki , Katsushi Ikeuchi

Recent advances in language models have achieved significant progress. GPT-4o, as a new milestone, has enabled real-time conversations with humans, demonstrating near-human natural fluency. Such human-computer interaction necessitates…

人工智能 · 计算机科学 2024-11-06 Zhifei Xie , Changqiao Wu

Several recent end-to-end text-to-speech (TTS) models enabling single-stage training and parallel sampling have been proposed, but their sample quality does not match that of two-stage TTS systems. In this work, we present a parallel…

声音 · 计算机科学 2021-06-14 Jaehyeon Kim , Jungil Kong , Juhee Son

Recent advances in zero-shot text-to-speech (TTS), driven by language models, diffusion models and masked generation, have achieved impressive naturalness in speech synthesis. Nevertheless, stability and fidelity remain key challenges,…

声音 · 计算机科学 2025-10-24 Hualei Wang , Na Li , Chuke Wang , Shu Wu , Zhifeng Li , Dong Yu

Human-in-the-loop topic modelling incorporates users' knowledge into the modelling process, enabling them to refine the model iteratively. Recent research has demonstrated the value of user feedback, but there are still issues to consider,…

计算与语言 · 计算机科学 2023-04-05 Zheng Fang , Lama Alqazlan , Du Liu , Yulan He , Rob Procter

As an indispensable part of modern human-computer interaction system, speech synthesis technology helps users get the output of intelligent machine more easily and intuitively, thus has attracted more and more attention. Due to the…

声音 · 计算机科学 2021-04-21 Zhaoxi Mu , Xinyu Yang , Yizhuo Dong

Intonations play an important role in delivering the intention of a speaker. However, current end-to-end TTS systems often fail to model proper intonations. To alleviate this problem, we propose a novel, intuitive method to synthesize…

音频与语音处理 · 电气工程与系统科学 2022-11-08 Jihwan Lee , Joun Yeop Lee , Heejin Choi , Seongkyu Mun , Sangjun Park , Jae-Sung Bae , Chanwoo Kim

Most research on task oriented dialog modeling is based on written text input. However, users interact with practical dialog systems often using speech as input. Typically, systems convert speech into text using an Automatic Speech…

人工智能 · 计算机科学 2022-12-20 Hagen Soltau , Izhak Shafran , Mingqiu Wang , Abhinav Rastogi , Jeffrey Zhao , Ye Jia , Wei Han , Yuan Cao , Aramys Miranda

Expressive text-to-speech (TTS) aims to synthesize speeches with human-like tones, moods, or even artistic attributes. Recent advancements in expressive TTS empower users with the ability to directly control synthesis style through natural…

音频与语音处理 · 电气工程与系统科学 2023-11-03 Hanglei Zhang , Yiwei Guo , Sen Liu , Xie Chen , Kai Yu

We introduce a novel speech synthesis system, called NAUTILUS, that can generate speech with a target voice either from a text input or a reference utterance of an arbitrary source speaker. By using a multi-speaker speech corpus to train…

音频与语音处理 · 电气工程与系统科学 2020-10-08 Hieu-Thi Luong , Junichi Yamagishi

Recent advancements in large language models (LLMs) have driven significant progress in zero-shot text-to-speech (TTS) synthesis. However, existing foundation models rely on multi-stage processing or complex architectures for predicting…

We aim to characterize how different speakers contribute to the perceived output quality of multi-speaker Text-to-Speech (TTS) synthesis. We automatically rate the quality of TTS using a neural network (NN) trained on human mean opinion…

计算与语言 · 计算机科学 2020-04-28 Jennifer Williams , Joanna Rownicka , Pilar Oplustil , Simon King

We present ParrotTTS, a modularized text-to-speech synthesis model leveraging disentangled self-supervised speech representations. It can train a multi-speaker variant effectively using transcripts from a single speaker. ParrotTTS adapts to…

计算与语言 · 计算机科学 2023-12-19 Neil Shah , Saiteja Kosgi , Vishal Tambrahalli , Neha Sahipjohn , Niranjan Pedanekar , Vineet Gandhi

Current emotional Text-To-Speech (TTS) and style transfer methods rely on reference encoders to control global style or emotion vectors, but do not capture nuanced acoustic details of the reference speech. To this end, we propose a novel…

声音 · 计算机科学 2025-10-03 Jianing Yang , Sheng Li , Takahiro Shinozaki , Yuki Saito , Hiroshi Saruwatari

A Prompt-based Text-To-Speech model allows a user to control different aspects of speech, such as speaking rate and perceived gender, through natural language instruction. Although user-friendly, such approaches are on one hand constrained:…

计算与语言 · 计算机科学 2025-07-14 Atli Sigurgeirsson , Simon King

End-to-end text-to-speech (TTS) has shown great success on large quantities of paired text plus speech data. However, laborious data collection remains difficult for at least 95% of the languages over the world, which hinders the…

计算与语言 · 计算机科学 2019-07-03 Tao Tu , Yuan-Jui Chen , Cheng-chieh Yeh , Hung-yi Lee

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…

音频与语音处理 · 电气工程与系统科学 2025-01-13 Matthew Baas , Pieter Scholtz , Arnav Mehta , Elliott Dyson , Akshat Prakash , Herman Kamper

Voice dictation is increasingly used for text entry, especially in mobile scenarios. However, the speech-based experience gets disrupted when users must go back to a screen and keyboard to review and edit the text. While existing dictation…

人机交互 · 计算机科学 2024-03-12 Can Liu , Siying Hu , Li Feng , Mingming Fan

Deep learning based text-to-speech (TTS) systems have been evolving rapidly with advances in model architectures, training methodologies, and generalization across speakers and languages. However, these advances have not been thoroughly…

计算与语言 · 计算机科学 2023-02-20 Gokul Karthik Kumar , Praveen S , Pratyush Kumar , Mitesh M. Khapra , Karthik Nandakumar