{"ok":true,"article":{"slug":"the-knowing-saying-gap-when-probes-see-errors-that-confidence-misses-41e7bf29","title":"The Knowing-Saying Gap: When Probes See Errors that Confidence Misses","url":"https://arxiv.org/abs/2608.07528","canonical":"https://www.aimode.news/article/the-knowing-saying-gap-when-probes-see-errors-that-confidence-misses-41e7bf29","sourceName":"arXiv cs.AI","summary":"arXiv:2608.07528v1 Announce Type: new Abstract: 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 with direct implications for deployment monitoring. Across multi-hop arithmetic chains, probes…","category":"AI","image":"https://static.arxiv.org/icons/twitter/arxiv-logo-twitter-square.png","lang":"en","publishedAt":"2026-08-11T04:00:00+00:00","createdAt":"2026-08-11T19:09:30.456448+00:00"}}