Unverified50% confidenceBenchmarkExact time
In a test of 12 models across 112 questions, when faced with a "Are you sure?" challenge, models had a 94.4% probability of maintaining their original correct answer.
1
Sources
50%
Confidence
Long-term
Relevance
10/11/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedA single "trusted source" prompt caused 7 out of 8 tested models to reverse between 45% and 88% of their correct answers.79% similarUnverifiedRanked by question difficulty, persistence rate was 91.4% on the 60 questions that all models answered correctly, but only 73.5% on the 52 questions that at least one model got wrong, indicating that sycophancy tracks uncertainty.77% similarUnverified在8个模型均随机猜测的假设下，单次二元预测中至少有一个押中的概率约99.6%74% similarUnverifiedAnthropic的研究显示，即使面对毫无根据的质疑，在某些测试中模型被用户简单反驳后放弃正确答案的比例超过50%70% similarUnverified学术研究已证明，同样的问题以不同方式表达，模型的回答准确率可能相差20%以上69% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/998756API
curl https://kongchang.com/api/v1/knowledge/claims/998756MCP
get_claim(id=998756)