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Skipgram with Hierarchical Softmax

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nocotan/skipgram_cpp

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Skipgram is widely studied in the context of word variance representation learning(word2vec).

This is a C ++ implementation of Skip-gram with hierarchical softmax(hSm).
hSm can speed up parameter update by utilizing the constructed binary tree.

The properties of hSm are as follows:

  • The number of vectors that need to be updated is logarithmic order.
  • By using theHuffman tree, the data approaches balanced data at each node.

Dependencies

  • gcc 7.2.0
  • boost 1.66.0

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