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Related papers: Swiss German Speech to Text system evaluation

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We introduce Parallel Paraphrasing ($\text{Para}_\text{both}$), an augmentation method for translation metrics making use of automatic paraphrasing of both the reference and hypothesis. This method counteracts the typically misleading…

Computation and Language · Computer Science 2023-05-23 Claudio Paonessa , Dominik Frefel , Manfred Vogel

Spoken dialog systems are slowly becoming and integral part of the human experience due to their various advantages over textual interfaces. Spoken language understanding (SLU) systems are fundamental building blocks of spoken dialog…

Computation and Language · Computer Science 2022-05-26 Akshat Gupta

This paper describes the submission of the UPC Machine Translation group to the IWSLT 2023 Offline Speech Translation task. Our Speech Translation systems utilize foundation models for speech (wav2vec 2.0) and text (mBART50). We incorporate…

Computation and Language · Computer Science 2023-06-05 Ioannis Tsiamas , Gerard I. Gállego , José A. R. Fonollosa , Marta R. Costa-jussà

This paper describes the language identification and multilingual speech recognition system developed at Tallinn University of Technology for the Interspeech 2025 ML-SUPERB 2.0 Challenge. A hybrid language identification system is used,…

Computation and Language · Computer Science 2025-06-03 Tanel Alumäe , Artem Fedorchenko

Language model pre-training has shown promising results in various downstream tasks. In this context, we introduce a cross-modal pre-trained language model, called Speech-Text BERT (ST-BERT), to tackle end-to-end spoken language…

Computation and Language · Computer Science 2021-04-13 Minjeong Kim , Gyuwan Kim , Sang-Woo Lee , Jung-Woo Ha

This paper describes the system developed at the Universitat Polit\`ecnica de Catalunya for the Workshop on Machine Translation 2022 Sign Language Translation Task, in particular, for the sign-to-text direction. We use a Transformer model…

Computation and Language · Computer Science 2022-12-05 Laia Tarrés , Gerard I. Gàllego , Xavier Giró-i-Nieto , Jordi Torres

Releasing court decisions to the public relies on proper anonymization to protect all involved parties, where necessary. The Swiss Federal Supreme Court relies on an existing system that combines different traditional computational methods…

Computation and Language · Computer Science 2023-11-02 Joel Niklaus , Robin Mamié , Matthias Stürmer , Daniel Brunner , Marcel Gygli

This paper presents an exploration of end-to-end automatic speech recognition systems (ASR) for the largest open-source Russian language data set -- OpenSTT. We evaluate different existing end-to-end approaches such as joint CTC/Attention,…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-08 Andrei Andrusenko , Aleksandr Laptev , Ivan Medennikov

Text-to-Speech (TTS) models have advanced significantly, aiming to accurately replicate human speech's diversity, including unique speaker identities and linguistic nuances. Despite these advancements, achieving an optimal balance between…

Audio and Speech Processing · Electrical Eng. & Systems 2024-08-28 Jinhyeok Yang , Junhyeok Lee , Hyeong-Seok Choi , Seunghun Ji , Hyeongju Kim , Juheon Lee

This research explores the effects of various training settings from Polish to English Statistical Machine Translation system for spoken language. Various elements of the TED parallel text corpora for the IWSLT 2013 evaluation campaign were…

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

Although neural machine translation (NMT) has achieved impressive progress recently, it is usually trained on the clean parallel data set and hence cannot work well when the input sentence is the production of the automatic speech…

Computation and Language · Computer Science 2018-11-05 Xiang Li , Haiyang Xue , Wei Chen , Yang Liu , Yang Feng , Qun Liu

This research paper presents a comprehensive review-based study on various Text-to-Speech (TTS) technologies. TTS technology is an important aspect of human-computer interaction, enabling machines to convert written text into audible…

Sound · Computer Science 2023-12-20 Md. Jalal Uddin Chowdhury , Ashab Hussan

This paper describes the current TT\"U speech transcription system for Estonian speech. The system is designed to handle semi-spontaneous speech, such as broadcast conversations, lecture recordings and interviews recorded in diverse…

Computation and Language · Computer Science 2022-03-30 Tanel Alumäe , Ottokar Tilk , Asadullah

Speech Translation (ST) is the task of translating speech in one language into text in another language. Traditional cascaded approaches for ST, using Automatic Speech Recognition (ASR) and Machine Translation (MT) systems, are prone to…

Computation and Language · Computer Science 2021-07-14 Tu Anh Dinh

End-to-end approaches open a new way for more accurate and efficient spoken language understanding (SLU) systems by alleviating the drawbacks of traditional pipeline systems. Previous works exploit textual information for an SLU model via…

Computation and Language · Computer Science 2021-06-11 Seongbin Kim , Gyuwan Kim , Seongjin Shin , Sangmin Lee

This paper describes the ESPnet-ST group's IWSLT 2021 submission in the offline speech translation track. This year we made various efforts on training data, architecture, and audio segmentation. On the data side, we investigated…

Audio and Speech Processing · Electrical Eng. & Systems 2021-07-07 Hirofumi Inaguma , Brian Yan , Siddharth Dalmia , Pengcheng Guo , Jiatong Shi , Kevin Duh , Shinji Watanabe

Recently, it has become easier to obtain speech data from various media such as the internet or YouTube, but directly utilizing them to train a neural text-to-speech (TTS) model is difficult. The proportion of clean speech is insufficient…

Audio and Speech Processing · Electrical Eng. & Systems 2021-03-05 Hanbin Bae , Jae-Sung Bae , Young-Sun Joo , Young-Ik Kim , Hoon-Young Cho

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…

Computation and Language · Computer Science 2020-12-10 Marco Gaido , Beatrice Savoldi , Luisa Bentivogli , Matteo Negri , Marco Turchi

This paper presents the SJTU system for both text-dependent and text-independent tasks in short-duration speaker verification (SdSV) challenge 2021. In this challenge, we explored different strong embedding extractors to extract robust…

Sound · Computer Science 2022-08-04 Bing Han , Zhengyang Chen , Zhikai Zhou , Yanmin Qian

The trend of scaling up speech generation models poses a threat of biometric information leakage of the identities of the voices in the training data, raising privacy and security concerns. In this paper, we investigate training…

Audio and Speech Processing · Electrical Eng. & Systems 2024-05-21 Wen-Chin Huang , Yi-Chiao Wu , Tomoki Toda