word2vec

See also GloVe, wiki2vec, WordRank, sense2vec. A Continuous embedding method for embedding words.

Bias in language models

Software and Libraries

Intro and Theory

It was recently shown that the word vectors capture many linguistic regularities, for example vector operations vector(‘Paris’) - vector(‘France’) + vector(‘Italy’) results in a vector that is very close to vector(‘Rome’), and vector(‘king’) - vector(‘man’) + vector(‘woman’) is close to vector(‘queen’) [3, 1].

Methods

Tutorials

Articles

Presentations

Topics

Paragaraph vectors

Comparing multiple sets of vectors

Optimal dimension

Sentiment analysis

Application to networks

Scalability

Gender bias and Bias in language models

Clinical concepts