What’s So Special About Domain Specialization?

Student learning a second language

Language is messy. Ask any person who has ever had to learn a second language and they will tell you that the most difficult aspect isn’t learning all the rules, but understanding the exceptions to the rules — the real-world application of the language. 

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5 reasons why SYSTRAN should be your preferred translation website

SYSTRAN Translate for free online translation

In July 2019 we launched SYSTRAN Translate, our free online translator. We were rencently thrilled when it reached the symbolic milestone of 1 million users.

You probably think that there are already lots of translation websites out there, so what does make this one different?

1. The Human Factor

SYSTRAN Translate is powered by Neural Machine Translation. In addition, we are also bringing in human expertise with a community of language experts all around the world to train translation models and make them even better. That’s right, our neural translation models are in the hands of experts.

NMT Scaling: 4 Ways to Create a Translation Powerhouse

e-Discovery can be a long, daunting process even in the best of times. In today’s globalized world of data, however, you not only have to worry about the sheer amount of information but also what language the content is in. This is where Neural Machine Translation comes in to break that language barrier. As fast as NMT is, though, odds are you have dreamed about how to make your systems even more efficient. How do you ensure any job can get completed on even the most ambitious of timelines?

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Blackout Redaction is Making Your Job Harder than it Needs to Be

How blackout redaction is making your job harder

When it comes to protecting classified data, blackout redaction has been in use for at least a century. While it is not the only acceptable form of data sanitization, it is historically the oldest and most commonly utilized by eDiscovery firms. This is despite the fact there are more modern and easy-to-use alternatives that save time and reduce errors. The two main data sanitization alternatives that meet legal requirements include anonymization and pseudonymization.

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The California Consumer Protection Act’s (CCPA) Impact on eDiscovery Firms

As noted by Anju Khurana, Head of Privacy of the Americas, Bank of New York Mellon, “There are now over 100+ privacy laws in the world and GDPR is driving other countries to adopt similar regulations.” (corpcounsel.com, Oct. 2019). The California Consumer Protection Act (“CCPA”) which comes into effect on January 1, 2020, is the latest, and very likely not the last. Most data privacy experts anticipate additional states enacting data privacy regulations and think it likely that Congress will eventually do so at the federal level.

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OpenNMT-tf 2.0: a milestone in the OpenNMT project

OpenNMT-tf 2.0 workshop. Red Kakemonos and French Tech Central logo in front of the entrance door of Station F held in Paris in March 2018.
OpenNMT workshop held in March 2018 at Station F in Paris // Copyright SYSTRAN

SYSTRAN has been wholeheartedly involved in open source development over the past few years via the OpenNMT initiative,whose goal is to build a ready-to-use, fully inclusive, industry and research ready development framework for Neural Machine Translation (NMT). OpenNMT guarantees state-of-the-art systems to be integrated into SYSTRAN products and motivates us to continuously innovate.

In 2017, we published OpenNMT-tf, an open source toolkit for neural machine translation. This project is integrated into SYSTRAN’s model training architecture and plays a key role in the production of the 2nd generation of NMT engines.

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Beyond the AI Hype – Neural Machine Translation Is Production Ready

AI programs background with the article title "Beyond the AI Hype – Neural Machine Translation Is Production Ready" in front - Systran
A SYSTRAN Blog for the US Government Community

Since the publication of the Executive Order on Maintaining American Leadership in Artificial Intelligence by the White House this past February, many government agencies are struggling with getting started in AI. They realize use of this technology will help them be more efficient. However, finding those tasks that will be “quick wins” in moving towards AI adoption is the main challenge.

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“So, You Think Your Game Is Localized?”

Game Is Localized? Player holds a controller and plays video game - Systran
Highlights from Webinar with Elizabeth Senouci And Victor Ramirez

Last month, we conducted a webinar “So, You Think Your Game Is Localized?”, the first of a 3-part-series given by Elizabeth Senouci from XTM International, and Victor Ramirez from SYSTRAN.

If you couldn’t guess by the title, “So, You Think Your Game Is Localized?” was a webinar focused on Video Game Localization. Senouci and Ramirez are both experts on the topic and thus decided to share their knowledge with the video games community.

In the webinar, Senouci and Ramirez discussed the need for game localization, some basic terminologies associated with it, user interfaces, global marketing, and the importance of customer service.

“Localization isn’t just one thing you can do and just get done with it. It’s a holistic process and it’s actually customized based on your game, your product,” Elizabeth said in her intro.

Why Localize?

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Four Ways SYSTRAN’s Neural Machine Translation Supports Global Commerce

Explatory infographic the neural machine translation through Systran pure neural server and its process.
SYSTRAN Pure Neural Server Process // SYSTRAN

For staff of multinational companies who want to translate a simple phrase or word, systems like Google or Microsoft come in just handy. They help you order a taxi in Japan, pay your restaurant bill in France, and impress your clients with a hearty “jó reggelt” (“good morning”) in Budapest. The problem is such tools are notorious for imprecise translations and data leaks.

Would you really want to use Google Translate for that internal email to your affiliates in another country?

On the other hand, research from the European Parliament shows that on average a common language increases trade flows by 44%. So, how do you – and your staff – hack through language barriers and achieve professional communication in the business world?

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The art of speeding up NMT with SYSTRAN 2nd generation engines

Machine Translation users care about quality and performance. Based on our own observations and the feedback we’ve received; the quality of our Neural MT is impressive. Evaluating performance is a stickier subject, but we’d like to dig our hands in and present our innovations and achievements and how it benefits NMT users.

By performance we mostly mean the manner in which a system performs in terms of speed and efficiency in varying production environments. It is important to note that performance and quality in Neural MT are tightly connected: it is easy to accelerate a given model compromising on the quality. Therefore, when evaluating performance improvement, we always check that quality remains very close to optimal quality.

Since switching to NMT at the end of 2016, we’ve invested our R&D efforts into optimizing our engines to be more efficient, while maintaining and even improving translation accuracy. Our latest, 2nd generation NMT engines, available in our latest release of SYSTRAN Pure Neural® Server, implements several technical optimizations that make the translation faster and more efficient.

New model architecture

The first generation of neural translation engines was based on recurrent neural networks (RNN). This architecture requires the source text to be encoded sequentially, word by word, before generating the translation.

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