In 2026, calling a model "hallucination-free" is meaningless without context....

https://www.bright-bookmarks.win/hallucination-rates-are-essentially-meaningless-without-context-results

In 2026, calling a model "hallucination-free" is meaningless without context. Benchmarks aren't monolithic; a system that aces Vectara’s HHEM might crater under AA-Omniscience. It’s why enterprise teams must stop relying on vendor marketing scores