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相关论文: Prosody in Cascade and Direct Speech-to-Text Trans…

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The prosody of a spoken utterance, including features like stress, intonation and rhythm, can significantly affect the underlying semantics, and as a consequence can also affect its textual translation. Nevertheless, prosody is rarely…

计算与语言 · 计算机科学 2024-11-01 Ioannis Tsiamas , Matthias Sperber , Andrew Finch , Sarthak Garg

Speech to speech translation (S2ST) is a transformative technology that bridges global communication gaps, enabling real time multilingual interactions in diplomacy, tourism, and international trade. Our review examines the evolution of…

计算与语言 · 计算机科学 2025-03-10 Mohammad Sarim , Saim Shakeel , Laeeba Javed , Jamaluddin , Mohammad Nadeem

Speech-to-Text Translation (S2TT) systems built from Automatic Speech Recognition (ASR) and Text-to-Text Translation (T2TT) modules face two major limitations: error propagation and the inability to exploit prosodic or other acoustic cues.…

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…

音频与语音处理 · 电气工程与系统科学 2021-10-07 Giridhar Pamisetty , K. Sri Rama Murty

Modern sequence to sequence neural TTS systems provide close to natural speech quality. Such systems usually comprise a network converting linguistic/phonetic features sequence to an acoustic features sequence, cascaded with a neural…

音频与语音处理 · 电气工程与系统科学 2019-09-26 Slava Shechtman , Alex Sorin

This paper presents CrossVoice, a novel cascade-based Speech-to-Speech Translation (S2ST) system employing advanced ASR, MT, and TTS technologies with cross-lingual prosody preservation through transfer learning. We conducted comprehensive…

计算与语言 · 计算机科学 2024-06-19 Medha Hira , Arnav Goel , Anubha Gupta

Recent work on Speech-to-Text Translation (S2TT) has focused on LLM-based models, introducing the increasingly adopted Chain-of-Thought (CoT) prompting, where the model is guided to first transcribe the speech and then translate it. CoT…

计算与语言 · 计算机科学 2026-04-30 Oriol Pareras , Gerard I. Gállego , Federico Costa , Cristina España-Bonet , Javier Hernando

Expressive speech-to-speech translation (S2ST) aims to transfer prosodic attributes of source speech to target speech while maintaining translation accuracy. Existing research in expressive S2ST is limited, typically focusing on a single…

The field of sign language translation has witnessed significant progress in the translation between sign and spoken languages, but the translation between sign languages remains largely unexplored and out of reach. The latter can help 1.5…

计算与语言 · 计算机科学 2026-05-21 Zetian Wu , Bowen Xie , Wuyang Meng , Milan Gautam , Stefan Lee , Liang Huang

Prosody is essential for speech technology, shaping comprehension, naturalness, and expressiveness. However, current text-to-speech (TTS) systems still struggle to accurately capture human-like prosodic variation, in part because existing…

音频与语音处理 · 电气工程与系统科学 2025-11-05 Cedric Chan , Jianjing Kuang

Direct speech translation describes a scenario where only speech inputs and corresponding translations are available. Such data are notoriously limited. We present a technique that allows cascades of automatic speech recognition (ASR) and…

计算与语言 · 计算机科学 2023-06-12 Tsz Kin Lam , Shigehiko Schamoni , Stefan Riezler

Speech-to-Speech Translation (S2ST) models transform speech from one language to another target language with the same linguistic information. S2ST is important for bridging the communication gap among communities and has diverse…

计算与语言 · 计算机科学 2024-11-25 Mahendra Gupta , Maitreyee Dutta , Chandresh Kumar Maurya

A cascaded speech translation model relies on discrete and non-differentiable transcription, which provides a supervision signal from the source side and helps the transformation between source speech and target text. Such modeling suffers…

计算与语言 · 计算机科学 2020-11-25 Parnia Bahar , Tobias Bieschke , Ralf Schlüter , Hermann Ney

A cascade-based speech-to-speech translation has been considered a benchmark for a very long time, but it is plagued by many issues, like the time taken to translate a speech from one language to another and compound errors. These issues…

计算与语言 · 计算机科学 2025-02-21 Jules R. Kala , Emmanuel Adetiba , Abdultaofeek Abayom , Oluwatobi E. Dare , Ayodele H. Ifijeh

Conversational text-to-speech (TTS) aims to synthesize speech with proper prosody of reply based on the historical conversation. However, it is still a challenge to comprehensively model the conversation, and a majority of conversational…

声音 · 计算机科学 2023-05-04 Jinlong Xue , Yayue Deng , Fengping Wang , Ya Li , Yingming Gao , Jianhua Tao , Jianqing Sun , Jiaen Liang

Using end-to-end models for speech translation (ST) has increasingly been the focus of the ST community. These models condense the previously cascaded systems by directly converting sound waves into translated text. However, cascaded models…

计算与语言 · 计算机科学 2021-01-25 Orion Weller , Matthias Sperber , Christian Gollan , Joris Kluivers

Speech translation has traditionally been approached through cascaded models consisting of a speech recognizer trained on a corpus of transcribed speech, and a machine translation system trained on parallel texts. Several recent works have…

计算与语言 · 计算机科学 2019-04-16 Matthias Sperber , Graham Neubig , Jan Niehues , Alex Waibel

In automatic speech translation (ST), traditional cascade approaches involving separate transcription and translation steps are giving ground to increasingly competitive and more robust direct solutions. In particular, by translating speech…

计算与语言 · 计算机科学 2020-12-10 Marco Gaido , Beatrice Savoldi , Luisa Bentivogli , Matteo Negri , Marco Turchi

Cross-speaker style transfer is crucial to the applications of multi-style and expressive speech synthesis at scale. It does not require the target speakers to be experts in expressing all styles and to collect corresponding recordings for…

声音 · 计算机科学 2021-07-28 Shifeng Pan , Lei He

The field of prosody transfer in speech synthesis systems is rapidly advancing. This research is focused on evaluating learning methods for adapting pre-trained monolingual text-to-speech (TTS) models to multilingual conditions, i.e.,…

计算与语言 · 计算机科学 2024-06-19 Arnav Goel , Medha Hira , Anubha Gupta
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