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The service limits the number of paragraphs and the range of technical terms that can be translated, and while it can help the reader understand the general content of a foreign language text, it does not always deliver accurate translations, and most times it tends to repeat verbatim the same word it's expected to translate. It uses this broader context to help it figure out the most relevant translation, which it then rearranges and adjusts to be more like a human speaking with proper grammar". The following languages are supported by Google Translate as of July These languages are not yet supported by Google Translate, but are available in the Translate Community. Moreover, like all machine translation programs, Google Translate struggles with polysemy the multiple meanings a word may have [] [13] and multiword expressions terms that have meanings that cannot be understood or translated by analyzing the individual word units that compose them. It offers a website interface , a mobile app for Android and iOS , and an application programming interface that helps developers build browser extensions and software applications. Google Translate recognises the text from the image using optical character recognition OCR technology and gives the translation. The browser version of Google Translate provides the read phonetically option for Japanese to English conversion. Moreover, it also analyzes bilingual text corpora to generate statistical model that translates texts from one language to another. Google Translate is not as reliable as human translation. On May 26, , Google announced that the Google Translate API for software developers had been deprecated and would cease functioning. Specifically, its functions include:. It can be used as a dictionary by typing in words. Additionally, grammatical errors remain a major limitation to the accuracy of Google Translate. The system's original creator, Franz Josef Och , has criticized the effectiveness of rule-based algorithms in favor of statistical approaches. Formerly one would use Google Translate to make a draft and then use a dictionary and common sense to correct the numerous mistakes. Google Translate is available in some web browsers as an optional downloadable extension that can run the translation engine, which allow right-click command access to the translation service. Grammatically, for example, Google Translate struggles to differentiate between imperfect and perfect aspects in Romance languages so habitual and continuous acts in the past often become single historical events. Although, Google deployed a new system called neural machine translation for better quality translation, there are languages that still use the traditional translation method called statistical machine translation. Such a suffixing of words disambiguates their different meanings. When text is well-structured, written using formal language, with simple sentences, relating to formal topics for which training data is ample, it often produces conversions similar to human translations between English and a number of high-resource languages. Since Google Translate used statistical matching to translate, translated text can often include apparently nonsensical and obvious errors, [] sometimes swapping common terms for similar but nonequivalent common terms in the other language, [] or inverting sentence meaning. Google Translate's neural machine translation system uses a large end-to-end artificial neural network that attempts to perform deep learning , [2] [90] in particular, long short-term memory networks. Results are sometimes shown with dictional information below the translation box, but it is not a dictionary [22] and has been shown to invent translations in all languages for words it does not recognize. The accuracy of single-word predictions has not been measured for any language. In the web interface, users can suggest alternate translations, such as for technical terms, or correct mistakes. March {/INSERTKEYS}{/PARAGRAPH} From October , Google Translate used proprietary, in-house technology based on statistical machine translation instead, [80] [81] before transitioning to neural machine translation. In its Written Words Translation function, there is a word limit on the amount of text that can be translated at once. The odds are similar from other languages to English. These languages are translated through the indicated intermediate language which in most cases is closely related to the desired language but more widely spoken in addition to through English: [ citation needed ]. The following languages do not have a direct Google translation to or from English. Because the API was used in numerous third-party websites and apps, the original decision to deprecate it led some developers to criticize Google and question the viability of using Google APIs in their products. To acquire this huge amount of linguistic data, Google used United Nations and European Parliament documents and transcripts. Although seemingly pedantic, this can often lead to incorrect results to a native speaker of for example French and Spanish which would have been avoided by a human translator. First, Google will show a phrase that one should type in the translated version. By detecting patterns in documents that have already been translated by human translators, Google Translate makes informed guesses AI as to what an appropriate translation should be. The quality of Translate can be checked by adding it as an extension to Chrome or Firefox and applying it to the left language links of any Wikipedia article. A January Android version experimented with a "Conversation Mode" that aims to allow users to communicate fluidly with a nearby person in another language. This might lead to mistranslations. Novelty websites like Bad Translator and Translation Party have utilized the service to produce humorous text by translating back and forth between multiple languages, similar to the children's game telephone. In , Google Translate was used during a court hearing when court officials at Teesside Magistrates' Court failed to book an interpreter for the Chinese defendant. It is a rule-based translation method that utilizes predictive algorithms to guess ways to translate texts in foreign languages. Knowledge of the subjunctive mood is virtually non-existent. According to Och, a solid base for developing a usable statistical machine translation system for a new pair of languages from scratch would consist of a bilingual text corpus or parallel collection of more than million words, and two monolingual corpora each of more than a billion words. Moreover, the system automatically identifies foreign languages and translates speech without requiring individuals to tap the microphone button whenever speech translation is needed. Google Translate, like other automatic translation tools, has its limitations. When Google Translate does not have a word in its vocabulary, it makes up a result as part of its algorithm. One can translate from a book by using a scanner and an OCR like Google Drive, but this takes about five minutes per page. The 'Camera input' functionality allows users to take a photograph of a document, signboard, etc. Instead, one must edit sometimes arbitrary sets of characters, leading to incorrect edits. Hence, publishing in English, using unambiguous words, providing context, using expressions such as "you all" often make a better one-step translation. Some less widely spoken languages use the open-source eSpeak synthesizer for their speech; producing a robotic, awkward voice that may be difficult to understand. Shortly after launching the translation service for the first time, Google won an international competition for English—Arabic and English—Chinese machine translation. When used as a dictionary to translate single words, Google Translate is highly inaccurate because it must guess between polysemic words. In May , Google acquired Word Lens to improve the quality of visual and voice translation. As of early Translate is sufficiently accurate to make the Russian Wikipedia accessible to those who can read English. While edits of translations may be submitted, in Chinese specifically one cannot edit sentences as a whole. Higher scores for European can be partially attributed to the Europarl Corpus , a trove of documents from the European Parliament that have been professionally translated by the mandate of the European Union into as many as 21 languages. The Google Translate app for Android and iOS supports languages and can propose translations for 37 languages via photo, 32 via voice in "conversation mode", and 27 via live video imagery in "augmented reality mode". Its accuracy, which has been criticized and ridiculed on several occasions, [7] has been measured to vary greatly across languages. Google Translate can translate multiple forms of text and media, which includes text, speech, and text within still or moving images. Additionally, Google Translate has introduced its own Translate app, so translation is available with a mobile phone in offline mode. A analysis indicated that French to English translation is relatively accurate, [] and and analyses showed that Italian to English translation is relatively accurate as well. Rather than translating languages directly, it first translates text to English and then pivots to the target language in most of the language combinations it posits in its grid, [5] with a few exceptions including Catalan-Spanish. The same option is not available on the paid API version. Translations can be spoken out loud in 23 different languages. The application supports languages and voice input for 45 languages. As of , it translates more than billion words a day. In January , Google has introduced an Android app and iOS version in February to serve as a portable personal interpreter. In January , the apps gained the ability to propose translations of physical signs in real time using the device's camera, as a result of Google's acquisition of the Word Lens app. {PARAGRAPH}{INSERTKEYS}Google Translate is a free multilingual statistical and neural machine translation service developed by Google , to translate text and websites from one language into another. Because almost all non-English language pairs pivot through English, the odds against obtaining accurate single-word translations from one non-English language to another can be estimated by multiplying the number of senses in the source language with the number of senses each of those terms have in English. It aims to translate whole phrases rather than single words then gather overlapping phrases for translation. Och was the head of Google's machine translation group until leaving to join Human Longevity, Inc. These suggestions may be included in future updates to the translation process. If a user enters a URL in the source text, Google Translate will produce a hyperlink to a machine translation of the website. Most languages from Africa, Asia, and the Pacific, tend to score poorly in relation to the scores of many well-financed European languages, with Afrikaans and Chinese being the high-scoring exceptions from their continents. Camera input is not available for all languages. Google Translate produces approximations across languages of multiple forms of text and media, including text, speech, websites, or text on display in still or live video images. Many of the more popular languages have a "text-to-speech" audio function that is able to read back a text in that language, up to a few dozen words or so. Google Translate does not apply grammatical rules, since its algorithms are based on statistical or pattern analysis rather than traditional rule-based analysis. Launched in April as a statistical machine translation service, it used United Nations and European Parliament documents and transcripts to gather linguistic data. When Google Translate generates a translation proposal, it looks for patterns in hundreds of millions of documents to help decide on the best translation. Multilingual statistical and neural machine translation service. Please update this to reflect recent events or newly available information. For most of its features, Google Translate provides the pronunciation, dictionary, and listening to translation. This article needs to be updated. From Wikipedia, the free encyclopedia. However, Google initially did not hire experts to resolve this limitation due to the ever-evolving nature of language. The technology underlying Instant Camera combines image processing and optical character recognition, then attempts to produce cross-language equivalents using standard Google Translate estimations for the text as it is perceived. Google Translate makes statistical guesses that raise the likelihood of producing the most frequent sense of a word, with the consequence that an accurate translation will be unobtainable in cases that do not match the majority or plurality corpus occurrence. Google Translate is a complementary translation service developed by Google in April Originally Google Translate was released as a statistical machine translation service. Due to differences between languages in investment, research, and the extent of digital resources, the accuracy of Google Translate varies greatly among languages. Upon highlighting text in an app that is in a foreign language, Translate will pop up inside of the app and offer translations. Texts written in the Greek , Devanagari , Cyrillic and Arabic scripts can be transliterated automatically from phonetic equivalents written in the Latin alphabet. In April , Google Translate launched with a statistical machine translation engine. In November , Google transitioned its translating method to a system called neural machine translation.