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bilibili恒星sol
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该研究将大模型幻觉检测视为快速变化点检测问题，提出基于CUSUM统计量的学习方法。实验表明，在低误报率条件下，检测延迟从传统基线的31个token降至11-13个token。同时揭示了分类指标（如AUC）无法反映的真实延迟结构，为幻觉监控提供了新视角。 arxiv: 2606.12476
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