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.
Москалькова назвала число удерживаемых на Украине жителей Курской области20:33
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При этом востоковед отметил, что в настоящий момент сложно оценить влияние конфликта Ирана с Израилем на миграционную обстановку. Эксперт указал на неопределенность сценариев развития противостояния и подчеркнул, что ситуация внутри страны может привести как к падению действующего режима, так и к укреплению его позиций.。业内人士推荐PDF资料作为进阶阅读
Additionally, Graceware still has three outstanding trademark applications in the United States for the name “Cookie’s Bustle.” These are the only rights associated with Cookie’s Bustle that Graceware has even a remotely plausible claim to. However, these applications have not been approved by the USPTO yet, which limits their practical use to effectively nothing. The applications will expire in April 2027.
«Мы закрыли Ормузский пролив. Сейчас цена на нефть превысила 80 долларов и скоро достигнет 200 долларов», — подчеркнул офицер.。业内人士推荐Line官方版本下载作为进阶阅读