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Increasing interpreting needs a more objective and automatic measurement. We hold a basic idea that 'translating means translating meaning' in that we can assessment interpretation quality by comparing the meaning of the interpreting output…

Computation and Language · Computer Science 2016-11-15 Xiaojun Zhang

Does speaking style variation affect humans' ability to distinguish individuals from their voices? How do humans compare with automatic systems designed to discriminate between voices? In this paper, we attempt to answer these questions by…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-11 Amber Afshan , Jody Kreiman , Abeer Alwan

Achieving super-human performance in recognizing human speech has been a goal for several decades, as researchers have worked on increasingly challenging tasks. In the 1990's it was discovered, that conversational speech between two humans…

Computer Vision and Pattern Recognition · Computer Science 2021-07-28 Thai-Son Nguyen , Sebastian Stueker , Alex Waibel

Time efficiency is paramount for the localisation industry, which demands ever-faster turnaround times. However, translation speed is largely underresearched, and there is a lack of clarity about how language service providers (LSPs) can…

Computation and Language · Computer Science 2023-12-21 Silvia Terribile

Speech translation (ST) is the task of directly translating acoustic speech signals in a source language into text in a foreign language. ST task has been addressed, for a long time, using a pipeline approach with two modules : first an…

Computation and Language · Computer Science 2022-12-13 Fethi Bougares , Salim Jouili

Recent advances in Automatic Speech Recognition (ASR) have been largely fueled by massive speech corpora. However, extending coverage to diverse languages with limited resources remains a formidable challenge. This paper introduces Speech…

Computation and Language · Computer Science 2025-05-23 Tianduo Wang , Lu Xu , Wei Lu , Shanbo Cheng

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…

Sound · Computer Science 2021-04-21 Zhaoxi Mu , Xinyu Yang , Yizhuo Dong

Automatic translation systems are known to struggle with rare words. Among these, named entities (NEs) and domain-specific terms are crucial, since errors in their translation can lead to severe meaning distortions. Despite their…

Computation and Language · Computer Science 2021-09-16 Marco Gaido , Susana Rodríguez , Matteo Negri , Luisa Bentivogli , Marco Turchi

Simultaneous speech translation (SimulST) produces translations incrementally while processing partial speech input. Although large language models (LLMs) have showcased strong capabilities in offline translation tasks, applying them to…

Computation and Language · Computer Science 2025-04-17 Biao Fu , Donglei Yu , Minpeng Liao , Chengxi Li , Yidong Chen , Kai Fan , Xiaodong Shi

We present an attention-based sequence-to-sequence neural network which can directly translate speech from one language into speech in another language, without relying on an intermediate text representation. The network is trained…

Computation and Language · Computer Science 2019-06-27 Ye Jia , Ron J. Weiss , Fadi Biadsy , Wolfgang Macherey , Melvin Johnson , Zhifeng Chen , Yonghui Wu

Simultaneous speech translation (SST) takes streaming speech input and generates text translation on the fly. Existing methods either have high latency due to recomputation of input representations, or fall behind of offline ST in…

Computation and Language · Computer Science 2024-08-20 Siqi Ouyang , Xi Xu , Chinmay Dandekar , Lei Li

End-to-end speech translation (ST), which translates source language speech directly into target language text, has garnered significant attention in recent years. Many ST applications require strict length control to ensure that the…

Computation and Language · Computer Science 2024-11-13 Midia Yousefi , Yao Qian , Junkun Chen , Gang Wang , Yanqing Liu , Dongmei Wang , Xiaofei Wang , Jian Xue

State-of-the-art machine translation models are still not on par with human translators. Previous work takes human interactions into the neural machine translation process to obtain improved results in target languages. However, not all…

Computation and Language · Computer Science 2019-08-14 Rongxiang Weng , Hao Zhou , Shujian Huang , Lei Li , Yifan Xia , Jiajun Chen

Incorporating longer context has been shown to benefit machine translation, but the inclusion of context in end-to-end speech translation (E2E-ST) remains under-studied. To bridge this gap, we introduce target language context in E2E-ST,…

Computation and Language · Computer Science 2023-09-28 Amir Hussein , Brian Yan , Antonios Anastasopoulos , Shinji Watanabe , Sanjeev Khudanpur

Automatic translation from signed to spoken languages is an interdisciplinary research domain, lying on the intersection of computer vision, machine translation and linguistics. Nevertheless, research in this domain is performed mostly by…

Computation and Language · Computer Science 2023-04-06 Mathieu De Coster , Dimitar Shterionov , Mieke Van Herreweghe , Joni Dambre

Machine Translation (MT) has achieved remarkable performance, with growing interest in speech translation and multimodal approaches. However, despite these advancements, MT quality assessment remains largely text centric, typically relying…

Computation and Language · Computer Science 2025-09-18 Sami Ul Haq , Sheila Castilho , Yvette Graham

This paper introduces a set of English translations for a 123-hour subset of the CallHome Mandarin Chinese data and the HKUST Mandarin Telephone Speech data for the task of speech translation. Paired source-language speech and…

Audio and Speech Processing · Electrical Eng. & Systems 2024-04-19 Shannon Wotherspoon , William Hartmann , Matthew Snover

Simultaneous translation, which translates sentences before they are finished, is useful in many scenarios but is notoriously difficult due to word-order differences. While the conventional seq-to-seq framework is only suitable for…

Computation and Language · Computer Science 2019-06-26 Mingbo Ma , Liang Huang , Hao Xiong , Renjie Zheng , Kaibo Liu , Baigong Zheng , Chuanqiang Zhang , Zhongjun He , Hairong Liu , Xing Li , Hua Wu , Haifeng Wang

Though end-to-end speech-to-text translation has been a great success, we argue that the cascaded speech-to-text translation model still has its place, which is usually criticized for the error propagation between automatic speech…

Computation and Language · Computer Science 2025-02-04 Anna Min , Chenxu Hu , Yi Ren , Hang Zhao

In this paper, we address the task of spoken language understanding. We present a method for translating spoken sentences from one language into spoken sentences in another language. Given spectrogram-spectrogram pairs, our model can be…

Computation and Language · Computer Science 2019-04-25 Michelle Guo , Albert Haque , Prateek Verma
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