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能力研究同样扩展安全-有用性帕累托前沿

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Redwood Research 提出,把安全研究定义为“在不显著牺牲有用性的前提下提升部署安全”,会把几乎所有能力研究也算作安全研究,例如推理性能优化让更弱更安全的模型被更广泛使用。作者认为该标准不充分:开发者必须在帕累托前沿上选点,安全研究通常引导其选择更高安全,能力研究则相反,因为危险 AI 更有用。作者同时指出,在政治意愿远高于当下的未来情形下,某些能力研究可能成为提升安全的有效方式。

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Oct 3
  1. Redwood Research
    能力研究同样扩展安全-有用性帕累托前沿

    Redwood Research 提出,把安全研究定义为"在不显著牺牲有用性的前提下提升部署安全"会把几乎所有能力研究也算作安全研究,例如推理性能优化让更弱更安全的模型被更广泛使用。作者认为该标准不充分:开发者必须在帕累托前沿上选点,安全研究通常引导其选择更高安全,能力研究则相反,因为危险 AI 更有用。作者同时指出,在政治意愿远高于当下的未来情形下,某些能力研究可能成为提升安全的有效方式。

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