In this case, if we directly apply the rounding method to certain precisions (e.g., 8 bits), the update of word vectors will always be zero.
keeping embedding vectors for hundreds of thousands of words for repeated use could take its toll both on storing the word vectors on disk and, even more so, on loading them into memory.