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Srijith Ravikumar

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#artificial intelligence Preprint Sep 2026

The Missing"I Don't Know": Why Three Reasoning-Reliability Findings Converge on Calibrated Abstention

It is argued these findings converge on a single intervention: calibrated abstention is what each independently identifies as the missing capability, even though the unavailability they document, a capability gap, a policy gap, and a recursion-theoretic gap, has a different source in each case.

Srijith Ravikumar · 0 citations

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