kalomaze: RLVR over symbolic probabilistic programs still counts as GOFAI

kalomaze · x · 2026-10-28

kalomaze argues that optimizing NLL under a vocabulary can still count as GOFAI: one could apply RLVR toward symbolic probabilistic programs that minimize held-out cross-entropy for a given data distribution, and depending on the task this wouldn't necessarily scale terribly with search and compute.

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