词嵌入简介



Linguistic regularities in continuous spaceword representations
A Neural Probabilistic Language Model

Word2vec&GloVe

word2vec

CBOW&Skip-gram





Efficient Estimation of Word Representations in Vector Space

层次softmax

skip-gram model?

negative sampling



Distributed Representations of Words and Phrases and their Compositionality

GloVe

参考资料https://zhuanlan.zhihu.com/p/37201299



GloVe: Global Vectors for Word Representation

词嵌入应用

情感分析


词嵌入除偏



Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings