The Ledger
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Knoop: Language models operate by memorization rather than solving novel patterns
“Language models. Generally working like a memorization style regime where they're right. Learning lots of data. They're able to apply it to very similar types of patterns that they've seen before, but not novel patterns. That's what RKGI shows.”
Douglas: Frontier Labs Avoid RL Training Directly on ARC-AGI
“And I mean, I think if you are old on Arc AGI, then it would, you'd probably get superhuman at it pretty fast. But I think we're all trying not to RL on it so that it functions as like an interesting held out.”
Coogan: OpenAI's o3 High-Compute Mode Spent $3,000 to Solve a Benchmark Task
“Oh three, which isn't out yet, but is even more advanced in terms of reasoning. They have a high compute model. That spends almost 3000 dollars per task. And it just thinks for hours and hours and hours basically, and it was able to break arc that that AI, AGI…”