Can embeddings generated by word2vec be similar for words which never share any words in the same sentence?
As you send a bag of words into the CBOW as an input, and it works based on the n-grams, as in your case words A and B do not share any co-occurrences with each other, it means their not presented in any shared n-grams, and their vectors should not be near each other at all.