1. Pedantically: it's GloVe, not word2vec. 2. Nilsimsa or any locality-sensitive hash detect changed messages, too, be the changes synonyms or not. 3. I don't think OP's GloVe contains words like v1agra.
We don't have words like v1agra. As I mentioned in the README, we took vectors pretrained on wikipedia. One of the possible improvements can be to train the vectors on our own dataset.