Insight certainty 4/5 debate potential 3/5

Izmailov: Deterministic data transformations create information for computationally bounded models

Pavel Izmailov · The Evaluators Are Being Evaluated — Pavel Izmailov (Anthropic/NYU) · Jan 15, 2026 · at 35:37

Pavel Izmailov (Anthropic/NYU) explains the core thesis of his paper on epiplexity, challenging classical information theory views on synthetic data.

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“But with a limit on the compute, it's actually very possible to apply deterministic transformations to the data. And create information through that.”

quote is from the automated transcript, cleaned for reading: filler sounds and stutters are removed, nothing is rephrased. names can be misheard (the analysis reads context, assessments check outside sources). how →

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