Prefilled-CoT evals are an upper bound, not a strict fix, for CoT controllability

tomekkorbak · x · 2026-11-05

tomekkorbak weighs in on CoT-control monitoring evals: he agrees IF-based controllability evals only proxy what we care about — models controlling their CoT out of their own volition to evade monitors. But he argues prefilled-CoT evals aren't a strict improvement; in practice a model must generate its own CoT, so prefilling measures something closer to an upper bound, while original CoT-Control approximated a lower bound.

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