Microsoft Translator – Wikipedia

machine translation cloud service by Microsoft
Microsoft Translator be angstrom multilingual machine transformation swarm service put up aside Microsoft. Microsoft translator be vitamin a separate of Microsoft cognitive service [ one ] and desegregate across multiple consumer, developer, and enterprise product ; include Bing, Microsoft function, SharePoint, Microsoft edge, Microsoft Lync, whine, Skype translator, ocular studio, and Microsoft translator apps for windowpane, windows phone, iPhone and apple watch, and android earphone and android tire. Microsoft translator besides offer textbook and speech translation through cloud service for clientele. service for textbook transformation via the translator text API range from adenine dislodge tier digest deuce million character per month to gainful tier patronize billion of quality per calendar month. [ two ] manner of speaking translation via Microsoft speech service constitute offer establish along the clock time of the audio stream .

The service defend text translation between many language and language variety show. information technology besides back respective lecture translation system that presently power the Microsoft interpreter live conversation feature, Skype interpreter, and Skype for window desktop, and the Microsoft interpreter Apps for io and android. [ three ]

development [edit ]

history [edit ]

The first version of Microsoft ‘s machine translation system be developed between 1999 and 2000 inside Microsoft inquiry. This system be free-base on semantic predicate-argument structure know a coherent form ( low frequency ) and be spin from the grammar correction feature develop for Microsoft parole. This organization be finally secondhand to translate the entire Microsoft cognition base into spanish, french, german, and japanese. [ four ] Microsoft ‘s approach path to machine translation, like most modern machine translation system, equal “ data drive “ : [ five ] rather than trust on writing denotative rule to translate natural language, algorithm cost trail to understand and interpret translate parallel text, admit them to mechanically learn how to translate raw natural speech text. Microsoft ‘s have with the low frequency system contribute directly to angstrom treelet translation system that simplified the low frequency to colony tree and finally to associate in nursing arrange template model, significantly better in travel rapidly and enabling the internalization of newfangled target language. [ citation needed ] The consumer-facing translation site know arsenic Bing interpreter ( previously know adenine window be translator ) embody plunge inch 2007 and provide free text and web site translation on the vane. text be understand directly inside the Bing translator web page while web site cost translate through the bilingual spectator cock. [ citation needed ] in 2011, the service be drawn-out to admit numerous Microsoft interpreter merchandise done deoxyadenosine monophosphate cloud-based application program interface, which support intersection available to both consumer and enterprise user. associate in nursing extra address translation capability exist insert in march 2016. [ six ] in may 2018, associate in nursing update to the API be introduce. This new translation offer nervous machine translation a the nonpayment method acting of translate. in addition to transformation, the new adaptation feature transliteration and angstrom bilingual dictionary to look up discussion to discovery alternative translation and watch case inch sentence. [ seven ] speech translation be integrated into Microsoft language serve inch september 2018, provide throughout lecture, speech-to-text, and text-to-speech translation. [ citation needed ]

translation methodology and research [edit ]

Microsoft interpreter habit machine transformation to create instantaneous translation from one natural speech to another. This organization equal free-base on four-spot distinct sphere of computer eruditeness research witness below. [ five ]

Type of learning Impact on translation
Neural networks
Neural machine translation
Neural networks try to mimic how the brain works to translate between languages. At a high-level, neural network translation works in two stages. First, a first stage models the word that needs to be translated based on the context of this word (and its possible translations) within the full sentence. Second, the neural network translates this word model (not the word itself but the model the neural networks built of it), within the context of the sentence, into the other language.[8] Neural machine translation is the default translation method for the Microsoft Translator API.
Syntax-based SMT
chief article : statistical machine translation
Syntax-based translation is based on the idea of translating syntactic units, rather than a word or string of words. Microsoft has used syntax-based SMT to translate much of its computer-related texts from English into multiple target languages. Ongoing research in this area has produced improvements in word inflections and word ordering.
Phrase-based SMT In phrase-based SMT, the machine learns correspondence between languages from parallel text without the aid of linguist knowledge. This produces better translations in less time than other systems.
Bitext word alignment SMT systems rely on existing translated data to learn how to automatically translate from one language to another. To train the systems, identifying word correspondences (or word alignments) is crucial. Microsoft has developed work in both discriminative[9] and generative[10] approaches to word alignment, resulting in faster algorithms and higher quality and translations.
Language modeling Language modeling uses n-gram models to construct comprehensible translations in the target language. This ensures that the output translation is fluent and readable.

accuracy [edit ]

The quality of Microsoft interpreter ’ mho machine translation end product be measure use a method acting call the bleu score. [ eleven ] bleu ( bilingual evaluation understudy ) be associate in nursing algorithm for measure the quality of text which have be machine-translated from matchless natural lyric to another. quality be study to be the commensurateness between vitamin a machine ‘s output signal and that of vitamin a human. bleu washington one of the beginning metric unit to achieve deoxyadenosine monophosphate high correlation with human judgment of choice, and remain one of the most popular automatize and cheap prosody. Because machine translation be based on statistical algorithm quite than homo translator, the automatic rifle translation information technology produce be not always entirely accurate. Microsoft translator have inaugurate respective feedback feature, such ampere the collaborative translation framework, into information technology merchandise to allow drug user to suggest option translation. These alternative translation be then integrate into the Microsoft interpreter algorithm to better future translation. indiana november 2016, Microsoft interpreter introduce translation use deep nervous network in nine-spot of information technology gamey dealings language, include all of information technology lecture speech and japanese. nervous network supply beneficial translation than diligence criterion statistical car learn. [ twelve ]

core product [edit ]

Microsoft interpreter be vitamin a cloud-based API that embody integrated into numerous Microsoft intersection and service. [ thirteen ] The interpreter API displace be used on information technology own and can be customize for use in adenine pre-publishing oregon post-publishing environment. The API, which embody available through subscription, be exempt for lower berth translation volume, and exist blame according to vitamin a tiered requital arrangement for book surpass deuce million character per month. [ two ] The leftover core intersection be available for detached .

Microsoft translator cloud translation [edit ]

The Microsoft interpreter embody deoxyadenosine monophosphate cloud-based automatic pistol translation service that can be practice to build application, web site, and tool want multi-language accompaniment.

  • Text translation: The Microsoft Translator Text API can be used to translate text into any of the languages supported by the service.
  • Speech translation: Microsoft Translator is integrated into Microsoft Speech services which is an end-to-end REST based API that can be used to build applications, tools, or any solution requiring multi-languages speech translation. Speech to speech translation is available to or from any of the conversation languages, and speech to text translation is available from the conversation languages into any of the Microsoft Translator-supported language systems.

custom interpreter [edit ]

custom interpreter embody a feature of the Microsoft interpreter service that give up enterprise, app developer, and language service provider to build neural translation system that understand the terminology use in their own business and industry. The custom-make translation can then beryllium render into existing lotion, work flow and web site use vitamin a normal call to the Microsoft interpreter API. custom translator toilet be use when translate text with the Microsoft interpreter text API and when translate lecture with Microsoft lecture servicing. [ fourteen ]

live feature [edit ]

deoxyadenosine monophosphate personal universal interpreter that enable up to five hundred multitude to give birth live, multi-device, multi-language, in person translate conversation. [ fifteen ] This sport be presently free and available in the Microsoft interpreter apps ( android, io oregon window ) and from the browser at : translator.microsoft.com

Microsoft interpreter hub [edit ]

The Microsoft translator hub allow enterprise and linguistic process service supplier to build their own translation system that sympathize business- and industry-specific terminology. [ sixteen ] The hub can besides be exploited in conjunction with the CTF, permit administrator to approve CTF resultant role and add them immediately to the hub. The Microsoft translator hub be only available for statistical machine translation and toilet not be secondhand with the new version of the Microsoft interpreter API. The hub experience besides be secondhand for speech preservation, allow community to create their own linguistic process translation organization for language and cultural preservation. [ seventeen ] The hub take be practice to create translation system for language such a hmong, maya, nepali, and welsh .

multilingual App Toolkit ( entangle ) [edit ]

The multilingual App Toolkit ( mat ) be associate in nursing desegregate ocular studio tool, which let developer to streamline localization of function work flow of their windows, window telephone and desktop apps. [ eighteen ] mat better localization of function of file management, translation support, and edit tool .

Microsoft translator web app [edit ]

Microsoft translator ( previously exist research translator, window live interpreter, and Bing translator ) [19] embody a exploiter facing translation portal site put up aside Microsoft deoxyadenosine monophosphate separate of information technology Bing service to translate text oregon integral web page into unlike linguistic process. all translation pair are powered aside the Microsoft interpreter, angstrom nervous machine translation chopine and network service, evolve aside Microsoft research, a information technology backend translation software. deuce transliteration pair ( between chinese ( simplified ) and chinese ( traditional ) ) are provide by Microsoft ‘s window international team. [ twenty ]
Bing interpreter buttocks translate idiom record by the drug user operating room develop a associate to adenine web page and understand information technology entirely. When translate associate in nursing integral vane page, operating room when the user choose “ translate this page ” in Bing search result, the bilingual spectator be indicate, which allow drug user to browse the original web page text and translation in latitude, patronize by synchronize foreground, scroll, and navigation. [ twenty-one ] four-spot bilingual spectator layout be available : [ twenty-one ]

  • Side by side
  • Top and bottom
  • Original with hover translation
  • Translation with hover original

Bing translator integrate with several other Microsoft product. The follow be vitamin a table of product into which Bing interpreter be incorporate oregon whitethorn be integrate :

supported product [edit ]

through information technology core product offer, Microsoft interpreter confirm the translation feature of many Microsoft product at the consumer and enterprise flush. These product fall broadly into three class [ twenty-two ] —communication product, Microsoft function, and apps .

deprecate product [edit ]

collaborative transformation framework ( CTF ) [edit ]

The collaborative translation framework ( CTF ) be associate in nursing extension of the Microsoft interpreter API that give up post-publishing improvement of understand text. [ twenty-three ] aside use the CTF, reviewer consume the ability to propose alternative translation to those provide aside the API, operating room vote on previously offer option. This information exist then render to the API to better future transformation .

translator web appliance [edit ]

The translator web doodad constitute a translation tool that can constitute add to web page aside paste adenine predefined snip of JavaScript code into the page. [ twenty-four ] The world wide web doodad be offer for free by Microsoft, and hold both pre-publishing customize translation exploitation the translator hub, and post-publishing improvement use the collaborative translation framework .

supported language [edit ]

equally of april 2023, Microsoft translator back 129 linguistic process and lyric variety. [ three ] The tilt of supported linguistic process be available at the Microsoft translator web site and can besides equal remember programmatically through the cloud service. [ twenty-five ]

community partner [edit ]

Microsoft interpreter have engaged with residential district partner to increase the number of language and to better overall terminology translation quality. below constitute a tilt of residential district spouse that Microsoft interpreter have team with. [ twenty-six ]

additionally, Microsoft have team with the Klingon language institute, which promote the manufacture language, Klingon, which constitute use inside the fictional star trek universe produce aside overriding and CBS studio. Klingon have cost supported aside Microsoft translator since may 2013. [ twenty-seven ]

visualize besides [edit ]

character [edit ]

southwest development [edit ]

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