《序列模型》之自然语言处理和词嵌入
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
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