NUWA 风险评测 · 研究
"Did you lie?": Evaluating Lie Detectors across Model Scale and Belief-Verified Model Organisms
NUWA 研究解读 · 独立复核待完成
NUWA Research Note
研究问题研究设计与假设来源发现NUWA 解读局限与相反证据研究与决策意义机构与角色原始资源模型辅助整理 · 选读原始全文或官方文章中的相关章节；尚未完成逐章节审计。
研究速读
NUWA 解读：测试台信念有效性和筛选可解释检测强度。
研究问题
题目验证陈述与信念相反时，测谎器能否泛化？
研究设计与假设
13个训练样本及31个开放模型的提示说谎测试四类检测器，结合思维链和保留行为核对信念。
来源发现
激活和概率检测器在训练样本上退化。
思维链判官平衡正确率0.82，部分源于信念验证偏向链上可读案例。
NUWA 解读
NUWA 解读：测试台信念有效性和筛选可解释检测强度。
局限与相反证据
信念验证只是概率性证据，筛选有利思维链判官，不能认证内部信念。
研究与决策意义
模型建议：正确率旁报告信念核对与筛选假设。
精确来源位置
- “Did you lie?” Evaluating Lie Detectors across Model Scale and Belief-Verified Model Organisms · AbstractSelected original resource https://arxiv.org/html/2606.12618; sha256:22f4125cdf9db0f78a5cd6677f022405de2a3021c8a46fa892dc485e2e15c240; archived source capture; exact capture time not independently established
- “Did you lie?” Evaluating Lie Detectors across Model Scale and Belief-Verified Model Organisms · §4.2 Model OrganismsSelected original resource https://arxiv.org/html/2606.12618; sha256:22f4125cdf9db0f78a5cd6677f022405de2a3021c8a46fa892dc485e2e15c240; archived source capture; exact capture time not independently established
- “Did you lie?” Evaluating Lie Detectors across Model Scale and Belief-Verified Model Organisms · §6 ResultsSelected original resource https://arxiv.org/html/2606.12618; sha256:22f4125cdf9db0f78a5cd6677f022405de2a3021c8a46fa892dc485e2e15c240; archived source capture; exact capture time not independently established
- “Did you lie?” Evaluating Lie Detectors across Model Scale and Belief-Verified Model Organisms · §8 LimitationsSelected original resource https://arxiv.org/html/2606.12618; sha256:22f4125cdf9db0f78a5cd6677f022405de2a3021c8a46fa892dc485e2e15c240; archived source capture; exact capture time not independently established
来源核查、数据提取、编辑批准与实验复现分别记录。 方法说明 →
机构与角色
作者 (3)
Alan Cooney · David Africa · Geoffrey Irving
引用与复用
引用研究发现时请引用原始出版物；引用 NUWA 的整理与解释时，单独引用本站记录及对应快照。
原始出版物 · BibTeX
@misc{belief-verified-lie-detectors,
title = {"Did you lie?": Evaluating Lie Detectors across Model Scale and Belief-Verified Model Organisms},
url = {https://www.aisi.gov.uk/research/did-you-lie-evaluating-lie-detectors-across-model-scale-and-belief-verified-model-organisms},
author = {Alan Cooney and David Africa and Geoffrey Irving},
year = {2026},
date = {2026-06-17},
version = {Source capture 2026-10-25},
note = {Source capture 2026-10-25}
}
NUWA 记录 · BibTeX
@misc{belief-verified-lie-detectors-nuwa,
title = {"Did you lie?": Evaluating Lie Detectors across Model Scale and Belief-Verified Model Organisms — NUWA research record},
url = {https://whitzard.tech/nuwa/whitzard-index/work/belief-verified-lie-detectors/},
version = {2026-10-29.1},
organization = {NUWA Frontier AI Safety Lab},
howpublished = {Retained note edition: https://whitzard.tech/nuwa/whitzard-index/data/record-editions/2026-10-29.1--belief-verified-lie-detectors.json},
note = {NUWA research note. Source-reading scope and independent review status are stated on the record. Snapshot 2026-10-29.1. Retained note edition: https://whitzard.tech/nuwa/whitzard-index/data/record-editions/2026-10-29.1--belief-verified-lie-detectors.json.}
}
证据快照 2026-10-29.1 · 索引更新 · RSS
参考文献
- [1] Alan Cooney, David Africa 等. "Did you lie?": Evaluating Lie Detectors across Model Scale and Belief-Verified Model Organisms. 2026-06-17 ; Official publication masthead and article byline
- [2] Alan Cooney, David Africa 等. “Did you lie?” Evaluating Lie Detectors across Model Scale and Belief-Verified Model Organisms ; Abstract; §4.2 Model Organisms; §6 Results