The Geometry of Forgetting: Temporal Knowledge Drift as an Independent Axis in LLM Representations

Rania Elbadry, Ahmed Heakl, Fan Zhang +4

Large language models confidently produce outdated answers, and no existing method can detect them. We show this is not an engineering failure but a structural one: temporal drift,…