Speaker unverified: belief

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…Oh, very interesting. Yeah. I remember there was that big, hoo at the time that they you know, it was scandalous that they were training on the training set. But, anyway, that's 1 side. There's also, like, the thought occurs that if they did did if they did do something like what you are doing, so, you know, like this approach of iterative refinement with verification at every single step, would they have done even better? For sure. Yeah. For sure. I think OpenAI, generally, they wanna do the right thing, and they want their solutions to be very general and broad. This And is the sense I get. I think it's to their culture. I spoke to the OpenAI guys. They did include the training data in that o 3 model, but I think that's fair game. Right? They also so I don't think they fine tune on it. Right? So it's just part of the corpus that went into pretraining, which to me is fair game. Right? This is this is totally fine. Okay. Very cool. So so on ARC v 1, their their efficiency was $200 per task. What was your efficiency?…

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