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Once the bug in `pytorch` is fixed, I'll remove this line. The bug is described in [pytorch forum](https://discuss.pytorch.org/t/bug-of-nn-embedding-when-sparse-true-and-padding-idx-is-set/9382/2) and reported in [github]( https://github.com/pytorch/pytorch/issues/3506).

I see in the `README` that there was some analysis done or planned about the timing of this code. I was wondering if a comparison with `gensim`'s timing was ever...

In your code, you build the embedding matrix with parameter `padding_idx=0`, but the next step you initialize the embedding matrix's weight, that is mean 'padding_idx=0' do nothing, right? `emb =...

Hi, The links in the Related work section for Tensorflow tutorial and implementations are broken.