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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.
- gcc 7.2.0
- boost 1.66.0
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