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By 2026, measuring AI hallucinations has become a game of optics. Aggregate scores are a trap because rates vary wildly by test. Vectara’s HHEM measures factual consistency against source documents, while others focus on general knowledge

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Hallucination rates are effectively meaningless without the right context. While LLMs often boast low average error rates, specialized benchmarks like Vectara HHEM expose a much harsher reality: many systems hit a 32

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In 2026, there is no single "hallucination rate" for LLMs; it all depends on the yardstick you choose. Measuring performance via Vectara’s HHEM yields very different results than the HalluHard suite, often showing a 30

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