Hard state tracking may be a sample-complexity problem, not data scarcity

lambdaviking · x · 2026-10-04

A technical X thread on why models struggle with hard state tracking: rather than such patterns being rare in natural pretraining data, lambdaviking suggests they may simply have higher sample complexity under gradient descent compared to simpler kinds of state tracking — with the caveat that this is speculative territory.

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