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Google Neural Machine Translation
Google Neural Machine Translation (GNMT) is a neural machine translation (NMT) system developed by Google and introduced in November 2016, that uses an artificial neural network to increase fluency and accuracy in Google Translate. GNMT improves on the quality of translation by applying an example-based (EBMT) machine translation method in which the system "learns from millions of examples". GNMT's proposed architecture of system learning was first tested on over a hundred languages supported by Google Translate. With the large end-to-end framework, the system learns over time to create better, more natural translations. GNMT attempts to translate whole sentences at a time, rather than just piece by piece. The GNMT network can undertake interlingual machine translation by encoding the semantics of the sentence, rather than by memorizing phrase-to-phrase translations. History The Google Brain project was established in 2011 in the "secretive Google X research lab" by Google Fe ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Neural Machine Translation
Neural machine translation (NMT) is an approach to machine translation that uses an artificial neural network to predict the likelihood of a sequence of words, typically modeling entire sentences in a single integrated model. Properties They require only a fraction of the memory needed by traditional statistical machine translation (SMT) models. Furthermore, unlike conventional translation systems, all parts of the neural translation model are trained jointly (end-to-end) to maximize the translation performance. History Deep learning applications appeared first in speech recognition in the 1990s. The first scientific paper on using neural networks in machine translation appeared in 2014. This year Bahdanau et al.Bahdanau D, Cho K, Bengio Y. Neural machine translation by jointly learning to align and translate. In: Proceedings of the 3rd International Conference on Learning Representations; 2015 May 7–9; San Diego, USA; 2015. and Sutskever et al.Sutskever I, Vinyals O, Le QV. Sequ ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Source Language (translation)
Translation is the communication of the meaning of a source-language text by means of an equivalent target-language text. The English language draws a terminological distinction (which does not exist in every language) between ''translating'' (a written text) and ''interpreting'' (oral or signed communication between users of different languages); under this distinction, translation can begin only after the appearance of writing within a language community. A translator always risks inadvertently introducing source-language words, grammar, or syntax into the target-language rendering. On the other hand, such "spill-overs" have sometimes imported useful source-language calques and loanwords that have enriched target languages. Translators, including early translators of sacred texts, have helped shape the very languages into which they have translated. Because of the laboriousness of the translation process, since the 1940s efforts have been made, with varying degrees ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Bulgarian Language
Bulgarian (, ; bg, label=none, български, bălgarski, ) is an Eastern South Slavic language spoken in Southeastern Europe, primarily in Bulgaria. It is the language of the Bulgarians. Along with the closely related Macedonian language (collectively forming the East South Slavic languages), it is a member of the Balkan sprachbund and South Slavic dialect continuum of the Indo-European language family. The two languages have several characteristics that set them apart from all other Slavic languages, including the elimination of case declension, the development of a suffixed definite article, and the lack of a verb infinitive. They retain and have further developed the Proto-Slavic verb system (albeit analytically). One such major development is the innovation of evidential verb forms to encode for the source of information: witnessed, inferred, or reported. It is the official language of Bulgaria, and since 2007 has been among the official languages of ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Bosnian Language
Bosnian (; / , ) is the standardized variety of the Serbo-Croatian pluricentric language A pluricentric language or polycentric language is a language with several interacting codified standard forms, often corresponding to different countries. Many examples of such languages can be found worldwide among the most-spoken languages, inc ... mainly used by ethnic Bosniaks. Bosnian is one of three such varieties considered official languages of Bosnia and Herzegovina, along with Croatian language, Croatian and Serbian language, Serbian. It is also an officially recognized minority language in Croatia, Serbia, Montenegro, North Macedonia and Kosovo. Bosnian uses both the Gaj's Latin alphabet, Latin and Serbian Cyrillic alphabet, Cyrillic alphabets, with Latin in everyday use. It is notable among the variety (linguistics), varieties of Serbo-Croatian for a number of Arabic, Persian language, Persian and Turkish language, Turkish loanwords, largely due to the language's interacti ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Bengali Language
Bengali ( ), generally known by its endonym Bangla (, ), is an Indo-Aryan language native to the Bengal region of South Asia. It is the official, national, and most widely spoken language of Bangladesh and the second most widely spoken of the 22 scheduled languages of India. With approximately 300 million native speakers and another 37 million as second language speakers, Bengali is the fifth most-spoken native language and the seventh most spoken language by total number of speakers in the world. Bengali is the fifth most spoken Indo-European language. Bengali is the official and national language of Bangladesh, with 98% of Bangladeshis using Bengali as their first language. Within India, Bengali is the official language of the states of West Bengal, Tripura and the Barak Valley region of the state of Assam. It is also a second official language of the Indian state of Jharkhand since September 2011. It is the most widely spoken language in the Andaman and Nic ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Belarusian Language
Belarusian ( be, беларуская мова, biełaruskaja mova, link=no, ) is an East Slavic language. It is the native language of many Belarusians and one of the two official state languages in Belarus. Additionally, it is spoken in some parts of Russia, Lithuania, Latvia, Poland, and Ukraine by Belarusian minorities in those countries. Before Belarus gained independence in 1991, the language was only known in English as ''Byelorussian'' or ''Belorussian'', the compound term retaining the English-language name for the Russian language in its second part, or alternatively as ''White Russian''. Following independence, it became known as ''Belarusan'' and since 1995 as ''Belarusian'' in English. As one of the East Slavic languages, Belarusian shares many grammatical and lexical features with other members of the group. To some extent, Russian, Rusyn, Ukrainian, and Belarusian retain a degree of mutual intelligibility. Its predecessor stage is known in Western aca ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Azerbaijani Language
Azerbaijani () or Azeri (), also referred to as Azeri Turkic or Azeri Turkish, is a Turkic language from the Oghuz sub-branch spoken primarily by the Azerbaijani people, who live mainly in the Republic of Azerbaijan where the North Azerbaijani variety is spoken, and in the Azerbaijan region of Iran, where the South Azerbaijani variety is spoken. Although there is a very high degree of mutual intelligibility between both forms of Azerbaijani, there are significant differences in phonology, lexicon, morphology, syntax, and sources of loanwords. North Azerbaijani has official status in the Republic of Azerbaijan and Dagestan (a federal subject of Russia), but South Azerbaijani does not have official status in Iran, where the majority of Azerbaijani people live. It is also spoken to lesser varying degrees in Azerbaijani communities of Georgia and Turkey and by diaspora communities, primarily in Europe and North America. Both Azerbaijani varieties are members of the Ogh ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Armenian Language
Armenian ( classical: , reformed: , , ) is an Indo-European language and an independent branch of that family of languages. It is the official language of Armenia. Historically spoken in the Armenian Highlands, today Armenian is widely spoken throughout the Armenian diaspora. Armenian is written in its own writing system, the Armenian alphabet, introduced in 405 AD by the priest Mesrop Mashtots. The total number of Armenian speakers worldwide is estimated between 5 and 7 million. History Classification and origins Armenian is an independent branch of the Indo-European languages. It is of interest to linguists for its distinctive phonological changes within that family. Armenian exhibits more satemization than centumization, although it is not classified as belonging to either of these subgroups. Some linguists tentatively conclude that Armenian, Greek (and Phrygian) and Indo-Iranian were dialectally close to each other;''Handbook of Formal Languages'' (1997p. ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Arabic
Arabic (, ' ; , ' or ) is a Semitic language spoken primarily across the Arab world.Semitic languages: an international handbook / edited by Stefan Weninger; in collaboration with Geoffrey Khan, Michael P. Streck, Janet C. E.Watson; Walter de Gruyter GmbH & Co. KG, Berlin/Boston, 2011. Having emerged in the 1st century, it is named after the Arab people; the term "Arab" was initially used to describe those living in the Arabian Peninsula, as perceived by geographers from ancient Greece. Since the 7th century, Arabic has been characterized by diglossia, with an opposition between a standard prestige language—i.e., Literary Arabic: Modern Standard Arabic (MSA) or Classical Arabic—and diverse vernacular varieties, which serve as mother tongues. Colloquial dialects vary significantly from MSA, impeding mutual intelligibility. MSA is only acquired through formal education and is not spoken natively. It is the language of literature, official documents, and formal writ ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Amharic
Amharic ( or ; (Amharic: ), ', ) is an Ethiopian Semitic languages, Ethiopian Semitic language, which is a subgrouping within the Semitic languages, Semitic branch of the Afroasiatic languages. It is spoken as a first language by the Amhara people, Amharas, and also serves as a lingua franca for all other populations residing in major cities and towns of Ethiopia. The language serves as the official working language of the Ethiopian federal government, and is also the official or working language of several of Regions of Ethiopia, Ethiopia's federal regions. It has over 31,800,000 mother-tongue speakers, with more than 25,100,000 second language speakers. Amharic is the most widely spoken language in Ethiopia, and the second most spoken Languages of Ethiopia, mother-tongue in Ethiopia (after Oromo language, Oromo). Amharic is also the second largest Semitic language in the world (after Arabic). Amharic is written left-to-right using a system that grew out of the Geʽez script. ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Albanian Language
Albanian (endonym: or ) is an Indo-European language and an independent branch of that family of languages. It is spoken by the Albanians in the Balkans and by the Albanian diaspora, which is generally concentrated in the Americas, Europe and Oceania. With about 7.5 million speakers, it comprises an independent branch within the Indo-European languages and is not closely related to any other modern Indo-European language. Albanian was first attested in the 15th century and it is a descendant of one of the Paleo-Balkan languages of antiquity. For historical and geographical reasons,: "It is often thought (for obvious geographic reasons) that Albanian descends from ancient Illyrian (see above), but this cannot be ascertained as we know next to nothing about Illyrian itself." the prevailing opinion among modern historians and linguists is that the Albanian language is a descendant of a southern Illyrian dialect spoken in much the same region in classical times. Alternative ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
