Unverified50% confidenceFactExact time
The futarchy concept proposed by Robin Hanson advocates that governments should evaluate the expected effects of different policies through prediction markets rather than relying on traditional debates or expert committees, but the theory has not been implemented in any country.
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10/16/2026
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UnverifiedThe prerequisite for this failure mode is that the policy must be precisely specified in the input, and it only holds when the rules are clearly visible yet the model still believes contradictory verbal assertions63% similarUnverifiedIn scenarios involving finance, law, medicine, and similar fields, model outputs cannot be fully relied upon, and critical decisions still require manual verification.62% similarUnverified校准只能保证统计意义上的覆盖率，不能保证单次预测的可靠性；若模型未见过某种食物，其区间可能看似合理但实际错误。60% similarVerifiedIf a model can perceive the expected direction of an evaluation scenario and adjust its outputs accordingly, performing well on standardized alignment benchmarks cannot guarantee behavioral consistency in real-world situations.59% similarUnverifiedAn abstention mechanism cannot rely solely on the model's self-assessment; it also requires external calibration methods or the variance of ensemble predictions from multiple models to estimate true uncertainty.59% similar
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