AI scientists are changing research — institutions, funders and publishers must respond

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这是将工具本身当作目标,而非实现目标的手段。

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A growing literature studies safety and security in agentic settings, where models act through tools and accumulate state across multi-turn interactions. General-purpose automated auditing frameworks such as Petri [64] and Bloom [65] use agentic interactions (often with automated probing agents) to elicit and detect unsafe behavior, aligning with a red-teaming or penetration-testing methodology rather than static prompt evaluation. AgentAuditor and ASSEBench [66] similarly emphasize realistic multi-turn interaction traces and broad risk coverage, while complementary benchmarks target narrower constructs such as outcome-driven constraint violations (ODCV-Bench; [67]) or harmful generation (HarmBench; [68]) or auditing games for detecting sandbagging [69] or SafePro [70] for evaluating safety alignment in professional activities.

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高等教育普及化为众多低收入及农村家庭创造了接受大学教育的契机。但专家指出,急速扩张也导致教学质量滑坡与就业市场人才过剩。