Evidence receipt / commitment
Published · transcript-backedSholto 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.”
Source trail
Everything needed to verify it.
- 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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