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In the continuous skip-gram architecture, the model uses the current word to predict the surrounding window of context words. [1] [2] The skip-gram architecture weighs nearby context words more heavily than more distant context words. According to the authors' note, [3] CBOW is faster while skip-gram does a better job for infrequent words.
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the set of 1-skip-2-grams includes all the bigrams (2-grams), and in addition the subsequences the in, rain Spain, in falls, Spain mainly, falls on, mainly the, and on plain. In skip-gram model, semantic relations between words are represented by linear combinations, capturing a form of compositionality.
The name of this city is not pronounced like the nearby state of Arkansas, but rather as / ɑːr ˈ k æ n z ə s / (the final "s" is pronounced, and it rhymes with Kansas). [6] Over the years there has been much confusion about the regional pronunciation of "Arkansas", which locals render as / ɑːr ˈ k æ n z ə s / rather than / ˈ ɑːr k ən s ɔː /. [7]
Based on word2vec skip-gram, Multi-Sense Skip-Gram (MSSG) [35] performs word-sense discrimination and embedding simultaneously, improving its training time, while assuming a specific number of senses for each word. In the Non-Parametric Multi-Sense Skip-Gram (NP-MSSG) this number can vary depending on each word.
The district had two schools, Arkansas City Elementary School and Arkansas City High School. [10] In 2004 the Arkansas Legislature approved a law that forced school districts with fewer than 350 students apiece to consolidate with other districts. [11] [12] On July 1, 2004, the Arkansas City district merged into the McGehee district. [13] After ...
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The Great River Bridge was originally proposed by Mississippi engineer Charles W. Dean in 1984. Originally part of the planned relocation of US-278 through the lower Mississippi Delta, the Federal Highway Administration (FHWA) approved the environmental impact statement (EIS) and issued a Record of Decision (ROD) for the bridge in 2004.