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Contrastive Preference Optimization: Pushing the Boundaries of LLM Performance in Machine Translation

International Conference on Machine Learning
Moderate-sized large language models (LLMs) -- those with 7B or 13B parameters -- exhibit promising machine translation (MT) performance. However, even the top-performing 13B LLM-based translation models, like ALMA, does not match the performance of ...
Haoran Xu   +7 more
semanticscholar   +1 more source

Machine Translation for Human Translators

2022
While machine translation is sometimes sufficient for conveying information across language barriers, many scenarios still require precise human-quality translation that MT is currently unable to deliver. Governments and international organizations such as the United Nations require accurate translations of content dealing with complex geopolitical ...
openaire   +1 more source

Machine Translation

2015
The goal of machine translation (MT) is to translate text from one natural language to another. Linguistic properties of the languages involved, and rich morphology in particular, play an important role in the difficulty of the task. After a brief survey of history of MT and morphologically rich languages (MRLs), the whole ‘MT pipeline’ is introduced,
openaire   +2 more sources

Machine Translation

2017
A concise, nontechnical overview of the development of machine translation, including the different approaches, evaluation issues, and major players in the industry. The dream of a universal translation device goes back many decades, long before Douglas Adams's fictional Babel fish provided this service in The Hitchhiker's Guide to the ...
openaire   +2 more sources

Machine translations for translating metaphor

Lililacs Journal : English Literature, Language, and Cultural Studies Journal
This study identifies and compares the translation procedures used by Google Translate, U- Dictionary, and Kamus Inggris (Kamusku) in translating metaphors found in Edgar Allan Poe’s short stories, namely Hop Frog, A Descent into The Maelstrom and The Fall of the House of Usher.
Artanti, Farahita Mufidah   +1 more
openaire   +2 more sources

Machine Translation: Overview

2006
Machine translation – the use of computers to translate automatically among human languages – is an alluring prospect, one that for more than 50 years has fascinated researchers, inspired idealists and opportunists, and provoked unease among professional translators. This article gives a broad survey of this diverse and active field.
Isabelle, P., Foster, G.
openaire   +2 more sources

New approaches to machine translation

1985
Computer Science ...
Carbonell, Jaime G., Tomita, Masaru
openaire   +1 more source

machine assisted translation for translator training

2001
Machine translation and computer-aided translation no longer belong only to specialized fields, but inform the work of a great many professional translators and translation users. After a brief overview of the evolution of research in the field of machine translation and the main types of computer tools and programs specifically designed or usable for ...
openaire   +4 more sources

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