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38sr-38
Sy

Sycoph.

Severity5/10

Sycophancy

Tendency of the model to produce responses that confirm the user's expectations or beliefs instead of providing objective and truthful information.

Periodic recordReliabilityarXiv2025

Botai Yuan, Yutian Zhou, Yingjie Wang, Fushuo Huo, Yongcheng Jing, Li Shen, Ying Wei, Zhiqi Shen, Ziwei Liu, Tianwei Zhang, Jie Yang, Dacheng Tao

Mitigation Strategy

Specific fine-tuning emphasizing objective truthfulness, RLHF that penalizes sycophancy, and training with misconception correction examples.

Atomic Number

38

Sy

Risk ID

sr-38

Severity

5/10

Severity Level

38
Reliability
sr-38
Sy

Sycoph.

Sycophancy

RiesgosIA.org
Reliability • #38

Sycophancy

Sy
Severity Level5/10

Definition

Tendency of the model to produce responses that confirm the user's expectations or beliefs instead of providing objective and truthful information.

Mitigation Strategy

Specific fine-tuning emphasizing objective truthfulness, RLHF that penalizes sycophancy, and training with misconception correction examples.

Notes / Observations

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RiesgosIA.org • Periodic Table of AI RisksRiesgosIA.org