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Main result 2: Next-token prediction can be robustified (via a new cross-validation technique) to achieve C=Õ(H)—moderate error amplification—but this is an inherent barrier, and any next-token prediction-style objective must suffer C=Ω(H). 8/11
Feb 23, 2025, 9:00 PM
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