Enterprise LLM Content Safety Checklist: Guardrails, Logs and Audit (Mapped to GB/T 45654)
LLM content safety for companies: guardrail models, input and output checks, logging and audit mapped to GB/T 45654-2025, with a pre-launch checklist.
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Refusal Rate Benchmarks Explained: Over-Refusal vs Harmful Compliance (XSTest, OR-Bench, SORRY-Bench, GB/T 45654)
Refusal rate benchmarks explained: the two numbers behind a refusal rate, XSTest, OR-Bench and SORRY-Bench sizes, GB/T 45654’s 95%/5% rule and intervals.
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大模型拒答率怎么测、怎么看：过度拒答与有害放行（XSTest、OR-Bench、SORRY-Bench 与 GB/T 45654）
拒答率怎么测？讲清过度拒答与有害放行两个数字、XSTest、OR-Bench、SORRY-Bench 等测试集规模、GB/T 45654 的 95%/5% 要求与置信区间算例。
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企业大模型内容安全清单：护栏、日志与审计怎么做（对照 GB/T 45654）
企业大模型内容安全怎么做？对照 GB/T 45654-2025，讲清护栏模型、输入输出检查、日志审计与内部验收的做法，并附上线前检查清单。
