国家面临的问题日益复杂,许多问题更需要被充分回应。第十四届全国政协人资环委委员、上海交通大学教授陆铭建议,在连续5年围绕国家五年规划重点任务开展民主监督这类“命题作文”之外,政协还可进一步激发委员自主选题的积极性。
Now consider the consequences of a sycophantic AI that generates responses by sampling examples consistent with the user’s hypothesis: d1∼p(d|h∗)d_{1}\sim p(d|h^{*}) rather than from the true data-generating process, d1∼p(d|true process)d_{1}\sim p(d|\text{true process}). The user, unaware of this bias, treats d1d_{1} as independent evidence and performs a standard Bayesian update, p(h|d1,d0)∝p(d1|h)p(h|d0)p(h|d_{1},d_{0})\propto p(d_{1}|h)p(h|d_{0}). But this update is circular. Because d1d_{1} was sampled conditional on hh, the user is updating their belief in hh based on data that was generated assuming hh was true. To see this, we can ask what the posterior distribution would be after this additional observation, averaging over the selected hypothesis h∗h^{*} and the particular piece of data generated from p(d1|h∗)p(d_{1}|h^{*}). We have
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从AI眼镜到AI指环、AI耳机,千问AI硬件背后的逻辑Q:千问不只要做AI眼镜,还要做AI指环和AI耳机,内部是怎么考虑的?,更多细节参见同城约会
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