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We investigate end-to-end speech-to-text translation on a corpus of audiobooks specifically augmented for this task. Previous works investigated the extreme case where source language transcription is not available during learning nor…

Computation and Language · Computer Science 2018-02-13 Alexandre Bérard , Laurent Besacier , Ali Can Kocabiyikoglu , Olivier Pietquin

Machine translation has become a critical tool in bridging linguistic gaps, especially between languages as diverse as English and Hindi. This paper comprehensively evaluates various machine translation models for translating between…

Computation and Language · Computer Science 2025-05-27 Ahan Prasannakumar Shetty

A common use of machine translation in the industry is providing initial translation hypotheses, which are later supervised and post-edited by a human expert. During this revision process, new bilingual data are continuously generated.…

Automatic translation from natural language descriptions into programs is a longstanding challenging problem. In this work, we consider a simple yet important sub-problem: translation from textual descriptions to If-Then programs. We devise…

Computation and Language · Computer Science 2016-11-08 Xinyun Chen , Chang Liu , Richard Shin , Dawn Song , Mingcheng Chen

Transliteration is a task of translating named entities from a language to another, based on phonetic similarity. The task has embraced deep learning approaches in recent years, yet, most ignore the phonetic features of the involved…

Computation and Language · Computer Science 2022-01-24 Shi Cheng , Zhuofei Ding , Songpeng Yan

Machine Translation is the translation of one natural language into another using automated and computerized means. For a multilingual country like India, with the huge amount of information exchanged between various regions and in…

Computation and Language · Computer Science 2013-04-30 Sugata Sanyal , Rajdeep Borgohain

There are many machine translation (MT) papers that propose novel approaches and show improvements over their self-defined baselines. The experimental setting in each paper often differs from one another. As such, it is hard to determine if…

Computation and Language · Computer Science 2018-05-07 Christian Hadiwinoto , Hwee Tou Ng

In this paper, we offer a preliminary investigation into the task of in-image machine translation: transforming an image containing text in one language into an image containing the same text in another language. We propose an end-to-end…

Computation and Language · Computer Science 2020-10-22 Elman Mansimov , Mitchell Stern , Mia Chen , Orhan Firat , Jakob Uszkoreit , Puneet Jain

Recent research has shown that independently trained encoders and decoders, combined through a shared fixed-size representation, can achieve competitive performance in speech-to-text translation. In this work, we show that this type of…

Computation and Language · Computer Science 2023-10-09 Paul-Ambroise Duquenne , Holger Schwenk , Benoît Sagot

Both human and machine translation play a central role in cross-lingual transfer learning: many multilingual datasets have been created through professional translation services, and using machine translation to translate either the test…

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

It is well-known that abstract interpreters can be systematically derived from their concrete counterparts using a "recipe," but developing sound static analyzers remains a time-consuming task. Reducing the effort required and mechanizing…

Programming Languages · Computer Science 2025-07-08 Jay Lee

Simultaneous translation is vastly different from full-sentence translation, in the sense that it starts translation before the source sentence ends, with only a few words delay. However, due to the lack of large-scale, high-quality…

Computation and Language · Computer Science 2021-09-24 Junkun Chen , Renjie Zheng , Atsuhito Kita , Mingbo Ma , Liang Huang

Simultaneous interpretation, the translation of speech from one language to another in real-time, is an inherently difficult and strenuous task. One of the greatest challenges faced by interpreters is the accurate translation of difficult…

Computation and Language · Computer Science 2019-04-02 Nikolai Vogler , Craig Stewart , Graham Neubig

This paper explores the potential of Large Language Models to accurately extract and translate equations from typed student responses into a standard format. This is a useful task as standardized equations can be graded reliably using a…

Physics Education · Physics 2025-12-17 Lachlan McGinness , Peter Baumgartner

The article explores new ways of written language aided by AI technologies, like GPT-2 and GPT-3. The question that is stated in the paper is not about whether these novel technologies will eventually replace authored books, but how to…

Computation and Language · Computer Science 2022-01-25 Varvara Guljajeva

Lexically constrained machine translation allows the user to manipulate the output sentence by enforcing the presence or absence of certain words and phrases. Although current approaches can enforce terms to appear in the translation, they…

Computation and Language · Computer Science 2021-09-16 Josef Jon , João Paulo Aires , Dušan Variš , Ondřej Bojar

Making scientific papers accessible may require reprocessing old papers to create output compliant with accessibility standards. An important step there is to convert the visual formatting to the logical one. In this report we describe our…

Digital Libraries · Computer Science 2025-08-05 Allison Doami , Christine James , Dan Lu , Lia Prins , Annette Torrence , Boris Veytsman

We propose the task of disambiguating symbolic expressions in informal STEM documents in the form of LaTeX files - that is, determining their precise semantics and abstract syntax tree - as a neural machine translation task. We discuss the…

Machine Learning · Computer Science 2021-01-29 Dennis Müller , Cezary Kaliszyk

We present a language model consisting of a collection of costed bidirectional finite state automata associated with the head words of phrases. The model is suitable for incremental application of lexical associations in a dynamic…

cmp-lg · Computer Science 2008-02-03 Hiyan Alshawi

We explore ways of incorporating bilingual dictionaries to enable semi-supervised neural machine translation. Conventional back-translation methods have shown success in leveraging target side monolingual data. However, since the quality of…

Computation and Language · Computer Science 2020-04-07 Sreyashi Nag , Mihir Kale , Varun Lakshminarasimhan , Swapnil Singhavi
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