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Machine Translation: Capabilities and Limitations

Machine Translation: Capabilities and Limitations

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As of at this time, machine translation (MT) can nonetheless be outlined because the holy grail of computational linguistics. Whereas plain that this self-discipline has seen a big progress within the final decade (particularly with the introduction of statistical strategies), translation between morphologically-rich languages stays an especially difficult activity. Statistical MT tries to generate translations by means of statistical procedures based mostly on large bilingual textual content corpora.

There may be usually confusion between the phrases “computer-aided translation” and “machine translation”. Machine translation is an automated course of that may at all times return a translation end result for any given supply textual content, generally one that’s helpful, fairly often one that doesn’t match the context, and in some instances even a direct copy of the supply textual content (each time the interpretation can’t be resolved). Laptop-aided translation is, however, the commonest sort of human translation, whereby a human linguist takes care of the interpretation course of utilizing laptop software program that’s particularly designed to help and facilitate this activity. There’s a third idea gaining relevance in the previous couple of years: “postediting.” This system goals to assemble the perfect virtues of each modes by enhancing an automated translation with a certain quantity of handbook modifying.

Since automated translation interprets texts with out the help of skilled translators or native audio system who can discern the nuances and affect of context, it is very important keep in mind that the accuracy and appropriateness of the outcomes shouldn’t be assured. Human language is stuffed with ambiguities, exceptions, performs on phrases, delicate expressions, errors, and logical associations that computer systems can not deal with (no less than in 2011).

All this mentioned, there are good issues to say about machine translation. In sure eventualities, it may be enough to get an imprecise translation that reveals what the textual content is about with out every thing being translated accurately. And, on the identical time, there are circumstances the place it may be extra necessary to get the end result immediately than to get a very good translation. One straightforward technique to perceive what these programs can provide is by having them translate into your native language.

The benefits of machine translation in comparison with the work of human translators could possibly be summarized as: value, velocity and mathematical consistency.

Corporations contemplating utilizing machine translation ought to spend an inexpensive period of time evaluating its capabilities and limitations, and assessing its personalized implementation of their every day workflow. In case you are contemplating adopting machine translation in your workflow, it’s advisable to debate your plans with knowledgeable translation or localization firm.

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Machine Translation: Capabilities and Limitations

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