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What are the pros and cons of applying pointwise mutual information on a word cooccurrence matrix before SVD?

One way to generate word embeddings is as follows (mirror): Get a corpora, e.g. "I enjoy flying. I like NLP. I like deep learning." Build the word cooccurrence matrix from it: Perform SVD on $X$, ...
Franck Dernoncourt's user avatar