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Related papers: Swiss German Speech to Text system evaluation

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This paper describes the submission of our end-to-end YiTrans speech translation system for the IWSLT 2022 offline task, which translates from English audio to German, Chinese, and Japanese. The YiTrans system is built on large-scale…

Computation and Language · Computer Science 2022-06-15 Ziqiang Zhang , Junyi Ao , Long Zhou , Shujie Liu , Furu Wei , Jinyu Li

Speech-to-Speech Translation (S2ST) refers to the conversion of speech in one language into semantically equivalent speech in another language, facilitating communication between speakers of different languages. Speech-to-Discrete Unit…

Sound · Computer Science 2025-11-10 Rui Zhou , Akinori Ito , Takashi Nose

High quality Automatic Speech Recognition (ASR) is a prerequisite for speech-based applications and research. While state-of-the-art ASR software is freely available, the language dependent acoustic models are lacking for languages other…

Computation and Language · Computer Science 2018-07-30 Benjamin Milde , Arne Köhn

In this study, we use recent stance detection methods to study the stance (for, against or neutral) of statements in official information booklets for voters. Our main goal is to answer the fundamental question: are topics to be voted on…

Computation and Language · Computer Science 2023-06-16 Eric Egli , Noah Mamié , Eyal Liron Dolev , Mathias Müller

While machine translation has traditionally relied on large amounts of parallel corpora, a recent research line has managed to train both Neural Machine Translation (NMT) and Statistical Machine Translation (SMT) systems using monolingual…

Computation and Language · Computer Science 2021-12-28 Mikel Artetxe , Gorka Labaka , Eneko Agirre

This paper describes the MeMAD project entry to the IWSLT Speech Translation Shared Task, addressing the translation of English audio into German text. Between the pipeline and end-to-end model tracks, we participated only in the former,…

Computation and Language · Computer Science 2018-10-25 Umut Sulubacak , Jörg Tiedemann , Aku Rouhe , Stig-Arne Grönroos , Mikko Kurimo

This research investigates the Statistical Machine Translation approaches to translate speech in real time automatically. Such systems can be used in a pipeline with speech recognition and synthesis software in order to produce a real-time…

Computation and Language · Computer Science 2015-10-01 Krzysztof Wołk , Krzysztof Marasek

This work addresses the development of a database for the automatic assessment of text-to-speech (TTS) systems in Spanish, aiming to improve the accuracy of naturalness prediction models. The dataset consists of 4,326 audio samples from 52…

Sound · Computer Science 2025-07-03 Alejandro Sosa Welford , Leonardo Pepino

We present a model of text analysis for text-to-speech (TTS) synthesis based on (weighted) finite-state transducers, which serves as the text-analysis module of the multilingual Bell Labs TTS system. The transducers are constructed using a…

cmp-lg · Computer Science 2008-02-03 Richard Sproat

This paper describes FBK's participation in the IWSLT 2020 offline speech translation (ST) task. The task evaluates systems' ability to translate English TED talks audio into German texts. The test talks are provided in two versions: one…

Computation and Language · Computer Science 2020-06-05 Marco Gaido , Mattia Antonino Di Gangi , Matteo Negri , Marco Turchi

This paper describes the submission of the NiuTrans end-to-end speech translation system for the IWSLT 2021 offline task, which translates from the English audio to German text directly without intermediate transcription. We use the…

Computation and Language · Computer Science 2021-07-09 Chen Xu , Xiaoqian Liu , Xiaowen Liu , Laohu Wang , Canan Huang , Tong Xiao , Jingbo Zhu

Research on cross-dialectal transfer from a standard to a non-standard dialect variety has typically focused on text data. However, dialects are primarily spoken, and non-standard spellings cause issues in text processing. We compare…

Computation and Language · Computer Science 2026-04-17 Verena Blaschke , Miriam Winkler , Barbara Plank

Recently proposed two-pass direct speech-to-speech translation (S2ST) models decompose the task into speech-to-text translation (S2TT) and text-to-speech (TTS) within an end-to-end model, yielding promising results. However, the training of…

Computation and Language · Computer Science 2024-06-12 Qingkai Fang , Shaolei Zhang , Zhengrui Ma , Min Zhang , Yang Feng

Speech Translation (ST) is a machine translation task that involves converting speech signals from one language to the corresponding text in another language; this task has two different approaches, namely the traditional cascade and the…

Computation and Language · Computer Science 2025-10-14 Nam Luu , Ondřej Bojar

Automatic Speech Recognition (ASR) offers significant potential to reduce the workload of medical personnel, for example, through the automation of documentation tasks. While numerous benchmarks exist for the English language, specific…

Computation and Language · Computer Science 2026-01-29 Thomas Schuster , Julius Trögele , Nico Döring , Robin Krüger , Matthieu Hoffmann , Holger Friedrich

This paper presents techniques and findings for improving the performance of low-resource speech to text translation (ST). We conducted experiments on both simulated and real-low resource setups, on language pairs English - Portuguese, and…

Computation and Language · Computer Science 2024-02-07 Santosh Kesiraju , Marek Sarvas , Tomas Pavlicek , Cecile Macaire , Alejandro Ciuba

Audio description (AD) is a crucial accessibility service provided to blind persons and persons with visual impairment, designed to convey visual information in acoustic form. Despite recent advancements in multilingual machine translation…

Computation and Language · Computer Science 2024-11-25 Lukas Fischer , Yingqiang Gao , Alexa Lintner , Sarah Ebling

Most Zero-shot Multi-speaker TTS (ZS-TTS) systems support only a single language. Although models like YourTTS, VALL-E X, Mega-TTS 2, and Voicebox explored Multilingual ZS-TTS they are limited to just a few high/medium resource languages,…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-10 Edresson Casanova , Kelly Davis , Eren Gölge , Görkem Göknar , Iulian Gulea , Logan Hart , Aya Aljafari , Joshua Meyer , Reuben Morais , Samuel Olayemi , Julian Weber

Speech transcription, emotion recognition, and language identification are usually considered to be three different tasks. Each one requires a different model with a different architecture and training process. We propose using a recurrent…

Audio and Speech Processing · Electrical Eng. & Systems 2022-07-29 Zvi Kons , Hagai Aronowitz , Edmilson Morais , Matheus Damasceno , Hong-Kwang Kuo , Samuel Thomas , George Saon

Voice-based conversational AI systems increasingly rely on cascaded architectures that combine speech-to-text (STT), large language models (LLMs), and text-to-speech (TTS) components. We present a large-scale empirical comparison of STT x…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-25 Rumi Allbert , Nima Yazdani , Ali Ansari , Aruj Mahajan , Amirhossein Afsharrad , Seyed Shahabeddin Mousavi