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Tom McCoy

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Debate: Sparks versus embersUnknown Futures of Generalization 20242024-12-02
Motion: whether current LLM scaling plus realistic post-training can produce new proof techniques to settle problems like P≠NP. Panelists present concrete…
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Understanding the abilities of AI systems: Memorization, generalization, and points in betweenUnknown Futures of Generalization 20242024-12-02
Argues that LLM abilities are best diagnosed by comparing outputs to training data and shows concrete tests and numbers: generated text has 93% novel 10‑grams…
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