Introduction to Neural Machine Translation and Seq2Seq Models

Introduction to Neural Machine Translation and Seq2Seq Models

Selected from arXiv Author: Graham Neubig Translation by Machine Heart Contributors: Li Zenan, Jiang Siyuan This article is a detailed tutorial on machine translation, suitable for readers with a background in computer science. According to Paper Weekly (ID: paperweekly), this paper comes from CMU LTI and covers various foundational knowledge of the Seq2Seq method, including … Read more

FAIR’s Next-Generation Unsupervised Machine Translation: Simpler Models, Better Performance

FAIR's Next-Generation Unsupervised Machine Translation: Simpler Models, Better Performance

Selected from arXiv Authors: Guillaume Lample et al. Translation by Machine Heart Contributors: Zhang Qian, Lu Recently, researchers from FAIR proposed two variants of machine translation models, one being a neural model and the other based on phrases. The researchers combined two recently proposed unsupervised methods, simplifying the structure and loss functions, resulting in a … Read more

The Clash Between Technology and Translation: How Far Are We From Machine Translation?

The Clash Between Technology and Translation: How Far Are We From Machine Translation?

Produced by Big Data Digest Author: Liu Junhuan As a very important application in natural language processing, the modern concept of machine translation has evolved since it was proposed in the 1940s, undergoing several generations of innovation, and has now begun to be implemented in various scenarios. In recent years, with the improvement in machine … Read more

Neural Machine Translation: Development and Future Prospects

Neural Machine Translation: Development and Future Prospects

Machine Heart (Overseas) Original Author: Mos Zhang Participated by: Panda Machine Translation (MT) is the process of “automatically translating text from one natural language (source language) to another (target language)” using machines [1]. The idea of using machines for translation was first proposed by Warren Weaver in 1949. For a long time (from the 1950s … Read more

Review: Google Translate Integrates Neural Networks for Breakthroughs in Machine Translation

Review: Google Translate Integrates Neural Networks for Breakthroughs in Machine Translation

Selected from Google Research Authors: Quoc V. Le, Mike Schuster Translated by: Machine Heart Contributors: Wu Pan 2016 was a year of continuous breakthroughs in artificial intelligence. This year, we experienced breakthroughs in speech recognition, the flourishing of style transfer, advancements in neural machine translation, and more. Machine Heart closely followed each announcement. As the … Read more

AI-Driven Translation: The Evolution of Neural Machine Translation

AI-Driven Translation: The Evolution of Neural Machine Translation

New Intelligence Report Author: Hu Xiangjie 【New Intelligence Overview】 With AlphaGo’s victory over Ke Jie, the panic triggered by AI has spread not only in the Go community but also into almost every field, with translation being particularly impacted. The emergence of deep learning has greatly transformed machine translation: since 2013, neural network-based machine translation … Read more

Machine Translation: Born in the Cold War, Yet Rebuilding Babel for Humanity

Machine Translation: Born in the Cold War, Yet Rebuilding Babel for Humanity

This article is the seventh installment of the series “AI Legends” written by Mr. Chen Zongzhou, the editor-in-chief and president of Global Science. In this installment, Mr. Chen will lead us to review the development history of machine translation over the past half century. How did this field, which fell into a low tide shortly … Read more

Rebuttal Against Machine Translation Replacing Human Translation

Rebuttal Against Machine Translation Replacing Human Translation

Recently, an article titled “A Major Breakthrough in the Translation Field! As a Translator, I Now Understand the Concerns and Fears of 18th Century Textile Workers When They First Saw the Steam Engine!” has circulated among friends, causing many translators and foreign language students to express worries about the future of translation, suggesting that machine … Read more

Introduction to Unsupervised Machine Translation Without Bilingual Corpora

Introduction to Unsupervised Machine Translation Without Bilingual Corpora

Selected from Medium Author:Harshvardhan Gupta Compiled by Machine Heart Contributors: Liu Xiaokun, Lu Xue Last year, Facebook published a paper titled “Unsupervised Machine Translation Using Monolingual Corpora Only,” proposing unsupervised machine translation using monolingual corpora. Recently, an article on Medium interpreted this paper, and Machine Heart has compiled an introduction to it. Deep learning is … Read more

Understanding the Principles of Machine Translation

Understanding the Principles of Machine Translation

Abstract :This article summarizes the basic principles and classifications of machine translation. Keywords: Machine Translation Working Principles Classification Machine Translation (Machine Translation,MT) is a comprehensive discipline based on multiple fields. The development of modern theoretical linguistics, advances in computer science, and the application of information science and probability statistics have significantly influenced the development and … Read more