Journal article
The Self-Verification Gap: Why Working Hallucination Detectors Are External, and What Real-Time Correction Would Actually Require
Large language models generate fluent text that is sometimes false, and a substantial literature now proposes to have the model notice and repair those errors while it writes. Semantic entropy detects confabulations across datasets and tasks without prior knowledge of the task (Farquhar et al…