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but um I want to talk a little bit about rlhf uh we spoke about that before we started recording and that has a very interesting effect on on language models so itamp;#39;s not so much it changes their capabilities but it creates an interface for us to use but in in the most abstract um sense how do you understand rlh yeah so I I think um so in in popular culture now thereamp;#39;s actually quite a good meme that explains it um I think it kind of carries the spirit of it which is this uh Shogun meme that youamp;#39;ve probably seen yeah uh where uh the idea is that like the base model thatamp;#39;s just trained to model P of X the distribution over internet text uh thatamp;#39;s this very sort of chaotic being that you know has all you donamp;#39;t itamp;#39;s itamp;#39;s uh itamp;#39;s this very like enormous being that essentially has modeled the whole internet of text and so thereamp;#39;s lots of um crevices within that distribution and thereamp;#39;s both good and bad t
