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The word2vec algorithm estimates these representations by modeling text in a large corpus. Once trained, such a model can detect synonymous words or suggest additional words for a partial sentence. Word2vec was developed by Tomáš Mikolov and colleagues at Google and published in 2013.
A sentence diagram is a pictorial representation of the grammatical structure of a sentence. The term "sentence diagram" is used more when teaching written language, where sentences are diagrammed. The model shows the relations between words and the nature of sentence structure and can be used as a tool to help recognize which potential ...
The terminal yield of a surface structure tree, the surface form, is then predicted to be a grammatical sentence of the language being studied. The role and significance of deep structure changed a great deal as Chomsky developed his theories, and since the mid-1990s deep structure no longer features at all [6] (see minimalist program).
BERT pioneered an approach involving the use of a dedicated [CLS] token prepended to the beginning of each sentence inputted into the model; the final hidden state vector of this token encodes information about the sentence and can be fine-tuned for use in sentence classification tasks. In practice however, BERT's sentence embedding with the ...
In linguistics, information structure, also called information packaging, describes the way in which information is formally packaged within a sentence. [1] This generally includes only those aspects of information that "respond to the temporary state of the addressee's mind", and excludes other aspects of linguistic information such as references to background (encyclopedic/common) knowledge ...
Here, the cross-referenced article does not topically make a good target for a running-text link from the phrase "largest population in Europe", or any other text in the sentence, but has been deemed relevant enough to mention in passing without relegating it to the "See also" section at the bottom of the article.
Dependency is a one-to-one correspondence: for every element (e.g. word or morph) in the sentence, there is exactly one node in the structure of that sentence that corresponds to that element. The result of this one-to-one correspondence is that dependency grammars are word (or morph) grammars.
Syntactic Structures was included in The 100 Most Influential Books Ever Written, a book on intellectual history by British literary critic and biographer Martin Seymour-Smith published in 1998. [109] Syntactic Structures was also featured in a list of 100 best English language non-fiction books since 1923 picked by the American weekly magazine ...
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