Sander Schulhoff
speaker
947 appearances
1 recordings
1 series
first heard Jun 2025
last heard Jun 2025
Sander Schulhoff’s voice in public audio — every appearance, attributed to the second.
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And I say that kind of with air quotes because
It's uh a bit of a a strange thing to say like the Ellen is comfortable with something, but it actually comes empirically from studies that have shown that formats of questions that show up most commonly in the training data are the best formats of questions to actually use when you're prompting it.
Yeah,
formats?
The usual way I format things is I'll have.
Uh I'll start with some data set uh of inputs and outputs.
Uh and it might be like ratings for a pizza shop uh and some binary classification of like is this a positive sentiment, is this a negative sentiment?
Uh and so this is you know going back more to classical NLP, but I'll structure my prompt as like Q and then I'll paste the review in uh and then A.
colon and I'll put the label and I'll put a couple lines of those and then on the final line I'll say Q colon and I'll input the one that I want to like the LM to actually label, the one that it's never seen before.
Uh and QA stand for question and answer.
Uh and of course, in this case, it's there there are no like questions that I'm asking it explicitly.
I guess implicitly it's like, is this a positive or negative review?
But people still use QA even when there is no question or answer involved, just because the LMs are so familiar with this formatting due to
I guess all of the historical NLP kind of using this.
And so the LMs are trained on that formatting as well.
And you can combine that with XML.
Uh there's yeah, there's a a lot of things you can do there.
That's nothing you if you you don't even necessarily have the like inputs and the outputs, in your case you just have
I guess outputs uh that you're showing it from from the past.
Perhaps the question that I am most prepared for out of any you'll ask, because I've I've spoken to this over and over and over again and gotten into some some internet debates around.
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