“美, 하메네이처럼 김정은 제거 어렵다…北, 한국에 핵무기 쏠 위험”
Publication date: 10 March 2026
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Sycophancy in LLMs is the tendency to generate responses that align with a user’s stated or implied beliefs, often at the expense of truthfulness [sharma_towards_2025, wang_when_2025]. This behavior appears pervasive across state-of-the-art models. [sharma_towards_2025] observed that models conform to user preferences in judgment tasks, shifting their answers when users indicate disagreement. [fanous_syceval_2025] documented sycophantic behavior in 58.2% of cases across medical and mathematical queries, with models changing from correct to incorrect answers after users expressed disagreement in 14.7% of cases. [wang_when_2025] found that simple opinion statements (e.g., “I believe the answer is X”) induced agreement with incorrect beliefs at rates averaging 63.7% across seven model families, ranging from 46.6% to 95.1%. [wang_when_2025] further traced this behavior to late-layer neural activations where models override learned factual knowledge in favor of user alignment, suggesting sycophancy may emerge from the generation process itself rather than from the selection of pre-existing content. [atwell_quantifying_2025] formalized sycophancy as deviations from Bayesian rationality, showing that models over-update toward user beliefs rather than following rational inference.。safew官方下载是该领域的重要参考
新时代以来，以“功在当代、利在千秋”之志，开展生态文明建设一系列开创性工作；站在“为民族复兴立根铸魂”的高度，推动中华优秀传统文化创造性转化、创新性发展；秉持跳出治乱兴衰“历史周期率”的清醒，纵深推进全面从严治党……。体育直播是该领域的重要参考