The Knowing-Saying Gap: When Probes See Errors that Confidence Misses

Jyotin Goel, Ipshita Bandyopadhyay, Justin Shenk

Linear probes detect corrupted context in language models with near-perfect accuracy, yet this does not translate into reliable failure prediction. The result is a dissociation wit…