procedure
The LLM Entailment Filter in the KGHaluBench pipeline uses an LLM acting as a fact-checking assistant to determine if a fact is explicitly stated, contradicted, or not mentioned in a response, offering higher accuracy but higher computational cost than the NLI model.

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