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I found it hard to understand how to preform a "full loop" of Token -> index -> Token, I think the intended manner is to just access the itos variable of the vocab. This feels to me to be inconsistent with how the API is setup to get a index for a token, which uses the getitem overload. While this is not a perfect solution, I do think it will help other new users to have a guiding hand about how to get at this information.