Controlled Automatic Task-Specific Synthetic Data Generation for Hallucination Detection
受控的自动任务特定合成数据生成用于幻觉检测
机构 * Amazon(亚马逊)
AI总结 本文提出了一种受控的自动任务特定合成数据生成方法,通过两步流程和数据混合策略提升幻觉检测的泛化能力和鲁棒性,实验表明其在幻觉检测任务中优于基于上下文学习的检测器。
Comments 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (ACM KDD 2024). Accepted by Workshop on Evaluation and Trustworthiness of Generative AI Models
Journal ref 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2024)