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Hi Omar - thanks for engaging here. I have a similar question to simonw, it _feels_ like there is something useful here but I haven't managed to grok it yet, after sitting through the tutorial notebooks.

Specifically, to your description above, I'd love seeing specific retrieval examples, where you need more-complex pipelines. Zero shot QA (1-step), few-shot QA (2-step), retrieval + few-shot QA (3-step) all make sense, but when the README starts talking about demonstrations, I can't really follow when is that actually needed. Also, it starts feeling too magical when you introduce "smaller LMs" since I don't know what those are.




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