Num_beams: Faster Summarization without Distillation

Awesome sharing, @sshleifer!

Perhaps let’s add these notes to README.md? Otherwise it’d be difficult to remember that this is on the forums - or perhaps create OPTIMIZATIONS.md with various such performance notes - so README focuses on functionality, and the latter for tips and tricks.

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