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I've done some research involving parameterized summarization recently. GPT-4 does a really good (like, pretty outstanding) job in following the tone and densit
by icyfox 3y ago
I've done some research involving parameterized summarization recently. GPT-4 does a really good (like, pretty outstanding) job in following the tone and density of a few one-shot example inputs. It's a lot more difficult to encourage the OSS models to do the same so you're going to have to experiment with a lot of different techniques to get it to what you want. In the worse case it could actually require some serious R&D investment to achieve the same results as an API out of the box.
All that to say, my general philosophy is to worry about vendor costs / scale once you start approaching an adoption threshold where it matters. If the core idea doesn't have legs there's no point wasting time in developing your own summarization layer.