Difference from BTM

I’m really excited for this repo because it has the potential to process TBs of text data.

However, I’m interested in the difference between sparse-btm and the original btm. 

I’m not sure what the sparse sampler means? And what’s the PMI or coherence difference between the two models?

Any disadvantages of sparse btm?

Many thanks 