سلسلة التحقق للحد من الهلوسة

The 2023 CoVe study uses four stages: produce a baseline response, plan verification questions about its factual claims, execute those questions, and generate a revised response. Variants separate the checking answers from the original draft to reduce the influence of an earlier mistaken assertion. Separation concerns the checking context, not a proof that the same model's knowledge errors are statistically independent. The model can still answer a checking question incorrectly or repeat a shared misconception. The method reported reductions on evaluated tasks such as entity lists and long-form generation. A tool-assisted extension can use external records or calculations for checking, but evidence quality and interpretation still matter.