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  2. Word2vec - Wikipedia

    en.wikipedia.org/wiki/Word2vec

    However, with a small training corpus, LSA showed better performance. Additionally they show that the best parameter setting depends on the task and the training corpus. Nevertheless, for skip-gram models trained in medium size corpora, with 50 dimensions, a window size of 15 and 10 negative samples seems to be a good parameter setting.

  3. Paraphrase - Wikipedia

    en.wikipedia.org/wiki/Paraphrase

    turning long sentences into multiple shorter ones (or vice versa) expressing abstract concepts more concretely. Paraphrasing with synonyms is considered by some to be an acceptable stage in teaching paraphrase, but it is necessary that it is ultimately combined with techniques for altering sentence structure to avoid the appearance of ...

  4. Synonym - Wikipedia

    en.wikipedia.org/wiki/Synonym

    Synonym list in cuneiform on a clay tablet, Neo-Assyrian period [1] A synonym is a word, morpheme, or phrase that means precisely or nearly the same as another word, morpheme, or phrase in a given language. [2] For example, in the English language, the words begin, start, commence, and initiate are all synonyms of one another: they are ...

  5. Phrase - Wikipedia

    en.wikipedia.org/wiki/Phrase

    The syntax trees of this sentence are next: The constituency tree on the left shows the finite verb string may nominate Newt as a constituent; it corresponds to VP 1. In contrast, this same string is not shown as a phrase in the dependency tree on the right. However, both trees, take the non-finite VP string nominate Newt to be a constituent.

  6. Lexical analysis - Wikipedia

    en.wikipedia.org/wiki/Lexical_analysis

    A lexeme, however, is only a string of characters known to be of a certain kind (e.g., a string literal, a sequence of letters). In order to construct a token, the lexical analyzer needs a second stage, the evaluator , which goes over the characters of the lexeme to produce a value .

  7. Generator (computer programming) - Wikipedia

    en.wikipedia.org/wiki/Generator_(computer...

    However, instead of building an array containing all the values and returning them all at once, a generator yields the values one at a time, which requires less memory and allows the caller to get started processing the first few values immediately. In short, a generator looks like a function but behaves like an iterator.

  8. Syntax - Wikipedia

    en.wikipedia.org/wiki/Syntax

    In linguistics, syntax (/ ˈ s ɪ n t æ k s / SIN-taks) [1] [2] is the study of how words and morphemes combine to form larger units such as phrases and sentences.Central concerns of syntax include word order, grammatical relations, hierarchical sentence structure (constituency), [3] agreement, the nature of crosslinguistic variation, and the relationship between form and meaning ().

  9. Wikipedia : Manual of Style/Lead section

    en.wikipedia.org/wiki/Wikipedia:Manual_of_Style/...

    Do not, however, add contextual links that don't relate directly to the topic's definition or reason for notability. For example, Van Cliburn's first sentence links to Cold War because his fame came partly from his Tchaikovsky Competition victory being used as a Cold War symbol. The first sentence of a page about someone who rose to fame in the ...