five-assistants-trained-human-feedback-consistently-show-sycophancy CLM-0054
mechanismsingle paperReviewed by AI and Russ Miller

Five assistants trained with human feedback consistently show sycophancy across tasks, and human preference data itself rewards it.

Evidence for: Goodhart's law (holds)

Capability: Telling the user what they want to hear

Sources

Reviewed by AI and Russ MillerLast checked: 2026-09-03Evidence activityHow much the field cites the sources under this claimvery heavily cited in the last 12 months846 in 12mo · 1274 total — Towards Understanding Sycophancy in Language Models
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