Journal article
The Self-Verification Gap: Why Working Hallucination Detectors Are External, and What Real-Time Correction Would Actually Require
(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. 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. Parts of the problem are settled. Semantic entropy detects…