刚过去的马年春节，6岁小演员庄恩琪在香港表演英歌舞的视频刷屏全网、圈粉无数。从潮汕到香港，从内蒙古到俄罗斯，人们感慨英歌舞“后继有人”同时，也见证着这门“中华战舞”走向世界舞台的精彩时刻。
We propose sycophancy leads to less discovery and overconfidence through a simple mechanism: When AI systems generate responses that tend toward agreement, they sample examples that coincide with users’ stated hypotheses rather than from the true distribution of possibilities. If users treat this biased sample as new evidence, each subsequent example increases confidence, even though the examples provide no new information about reality. Critically, this account requires no confirmation bias or motivated reasoning on the user’s part. A rational Bayesian reasoner will be misled if they assume the AI is sampling from the true distribution when it is not. This insight distinguishes our mechanism from the existing literature on humans’ tendency to seek confirming evidence; sycophantic AI can distort belief through its sampling strategy, independent of users’ bias. We formalize this mechanism and test it experimentally using a rule discovery task.，详情可参考91视频
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