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that case we can move forward last session we learned about byte pairing coding and we said bytebar encoding is really important its going to allow you to work with open vocabulary new words out of dictionary words and then we saw or we at least compared it to two other similar methods one of them was byte level bytebar encoding which is youre gonna rather than using characters extracted from your corpus which bypasses youre going to use unicode characters and your byte is now going to be unicode and the other extension was workpiece model which is going to use a different strategy to merge softwares together many modern language models like the most recent ones roberta i guess like electra like uh like t5 theyre going to be using sentence piece to do that organization what is that there is going to be very little math in this slide but its actually really practical you can download the package or it on your computer and then you are going to be using the following comman