What is Machine Translation?

What is Machine Translation?

What is Machine Translation?

The basics of machine translation

Out of the different translation methods available out there in the world, machine translation can be considered as the quickest approach. That’s because machine translation is fully automated. During the machine translation process, a computer software is being used in order to get a piece of content translated from one language to another.

For a translation to be effective, the meaning given out by the text in original language should match perfectly well with the meaning given by text in the translated language. However, machine translation is not fully capable of doing this. To overcome this issue, people have been introducing a variety of complex procedures into machine translation software. However, machine translation still cannot guarantee a 100% positive outcome for the translators.

Translation cannot be considered as a straightforward job. In other words, a translation should not be a word for word substitution. If that approach is followed, there is a high possibility of ending up with inaccurate results. To get an effective translation job done, a translator should interpret and analyze every single element that exists in the text. Then it will be possible to understand how the words in the text are influencing other words. To get the job done, a translator should be an expert in semantics, syntax and grammar. In addition, the translator should be extremely familiar with the new language as well.

Machine translation methodologies that are being used in today’s world can be divided into two different categories as rule based machine translation and statistical machine translation. Let’s deep dive and take a look at these two approaches.

Rule based machine translation

Rule based machine translation is powered up by a large number of inbuilt linguistic rule. In addition, thousands of bilingual dictionaries that contain each language pair are used to get the job done.

A rule based machine translation software would parse the text and come up with a transitional representation of the targeted language. This process is in need of extensive lexicons, syntactic and semantic formations. In addition, a large number of rules are being used to get the job done. The software that uses the complex set of rules would then transfer grammatical structures of the input language into the targeted language.

The rule based translation approach depends on massive dictionaries. In addition to that, a large number of linguistic rules are also being used. The users are now provided with the opportunity to improve the out of the box translation quality by including their own terminology to the process of translation. In other words, the translators will be able to create their own dictionaries, which can be used to override the default dictionaries. This can improve the efficiency of the results that you will get from a rule based translation approach.

In most of the instances, two different steps are linked with a rule based translation system. The first step would be the initial investment. It has the ability to increase the overall quality of the translation at a limited expense. Then there would be an ongoing investment in order to improve the quality of the translation. This will improve the translation quality incrementally.

Statistical machine translation

Now you know what rule based machine translation is all about. With that in mind, let’s go ahead and take a quick look at statistical machine translation technologies. The statistical machine translation is using statistical translation models, where the parameters come out from the analysis of bilingual and monolingual corpora.

The steps that has to be followed in order to develop a statistical translation model can be done within a short period of time. However, the translation approach heavily depends on the existing multilingual corpora. To get positive results out of this translation approach, at least two million words for a single domain should be available.

Due to this reason, there is a possibility to achieve a quality threshold when proceeding with statistical machine translation approach. However, most of the companies that exist out there in the world don’t have such massive multilingual corpora, which is needed to develop the translation models needed. On the other hand, the statistical machine translation methods are extensive and they require a lot of processing power. To cater those demands, an extensive amount of hardware configurations are also needed to run the translation models.

These are two of the most prominent machine translation methods that are being used in today’s world. Even though these translation methods can deliver quick results within a short period of time, it is not being used frequently because it cannot guarantee 100% accurate results in all the applications. In the future, we will be able to see it doing really well, but still the things are not developed up to that level.

This article first appeared on Agato Translation Blog we find it worth sharing with you: agatotranslate.ae/machine-translation/


Recent Articles about Translation  

Top Ten Machine Translation Engines
Top Ten Machine Translation Engines
Last Updated on February 24, 2021

Machine translation software is outstanding amongst other efficiency tools you could use in 2021 for translating for the benefit of an enterprise. 

To capitalize on machine translation, it’s essential to pick a software application that best upgrades your profitability with extra functionality. All things considered, utilizing an independent machine translation engine all alone will not do significantly more than give you the crude neural translation. All in all, there’s frequently no chance to get inside the application to effectively improve the yield quality, which is never comparable to human translation. To settle on a choice on the best machine translation software framework for you, it’s basic to find out about the main segments of any translation management framework. A translation management framework is a sort of software that consolidates machine translation alongside a ground-breaking set-up of tools that will help you produce human-quality level translations in less time, at a lower cost. (more…)

What is a Translation Management System?
What is a Translation Management System?
Last Updated on February 17, 2021

If you are done with the translation process every time you visit a website, then the translation management system is for you. It is a software platform that is responsible for automating the translation process. 

There are a lot of languages that people speak around the globe, and you might know a few or only one of them. However, what if you know that you can understand them all with an automatic translation system? Well, it must be like a treat for many of us. It is the base behind the invention of translation management systems.  (more…)

Top Translation Quality Assurance Tools
Top Translation Quality Assurance Tools
Last Updated on February 10, 2021

Software products for translation quality assurance are tools that help with identifying regular missteps found in translated messages, utilizing formal attributes. 

With regards to translation work, there are many tools for interpreters to browse. The test isn’t the absence of software yet rather finding the best tool for our specific goals. Quite recently, we gathered top-notch of the best free tools for freelance interpreters; today, my focus is on translation quality and productivity.  (more…)

Best CRM Systems for Translation Companies
Best CRM Systems for Translation Companies
Last Updated on February 3, 2021

Perhaps the most significant part of the business since the commencement of business has been customer relationships. It isn’t simply in this computerized age that customer relationships are important. The significance of CRM couldn’t be more overlooked. There are numerous reasons why we use CRM Software.  (more…)

Why Should Translation Companies Use CRM?
Why Should Translation Companies Use CRM?
Last Updated on January 27, 2021

CRM is an integral asset for small and huge organizations, including translation offices. CRM boosting highlights for translation organizations have positively affected customer relationships, comprehension of customer needs, and expansions in sales. CRM, which represents Customer Relationship Management, is a technique, a bunch of tools and cycles that expect to help your business. It assumes a significant part in setting up long haul relationships with customers to build sales. CRM frameworks offer a bunch of highlights that take into consideration the review of customer data, the management of assignments, the capacity of translated archives, the setting up of missions, and the sending of focused messages. (more…)

Best Translation Management Systems for Companies
Best Translation Management Systems for Companies
Last Updated on January 20, 2021

A translation management system resembles a riddle, every one of whose pieces satisfies a specific capacity. Together, they uphold and quicken the translation cycle. For instance, the project management module serves the arrangement of all clients who are associated with the interaction like project managers, language service suppliers, terminologists, and so forth.  (more…)

What is Alignment of Translation?
What is Alignment of Translation?
Last Updated on January 13, 2021

Translation alignment is a local element of most efficient tools for computer-assisted translation, yet its application, in actuality, is restricted to quite certain circumstances, so even the language experts infrequently have a chance to utilize it. However, these circumstances do happen once in a while, and when they do, alignment typically comes as a trusty answer for the streamlining of the process. (more…)

Get The Best Translation Price