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Sholto Douglas: commitment

28 Mar 2024 Dwarkesh Podcast Sholto Douglas & Trenton Bricken — How LLMs actually think

“We just look at all models on a similar data set. We will learn the same features in the same order-ish.”

— Sholto Douglas

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Speaker
Sholto Douglas
Attribution
Verified speaker
Claim type
commitment
Recorded
28 Mar 2024
Publisher
Dwarkesh Podcast

Transcript context

…Yeah. I wasn't part of this analysis but it definitely finds the feature and they're pretty similar to each other across two separate models, the same model architecture but trained with different random seeds. It supports the quanta theory of neural scaling. It's a hypothesis, right? We just look at all models on a similar data set. We will learn the same features in the same order-ish. Roughly, you learn your N grams, you learn your induction heads, and you learn to put full stops after numbered lines and this kind of stuff. So this is another tangent. To the extent that that's true, and I guess there's evidence that it is true, why doesn't curriculum learning work? Because if it is the case that you learn certain things first, shouldn't directly training those things first lead to better results?…

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