Unverified50% confidenceTradeoffExact time
The recall and precision of safety filtering are inherently in tension: raising sensitivity blocks genuinely harmful requests but harms normal conversations, while lowering sensitivity does the opposite.
1
Sources
50%
Confidence
Long-term
Relevance
10/26/2026
First Seen
Sources
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Unverified主流反爬服务商普遍采用风险评分机制而非简单二元判断,分数超过阈值才触发拦截72% similarUnverifiedIn open-ended dialogue scenarios, the benefits of this filtering remain unclear.71% similarUnverifiedIndirectly dangerous content packaged in the form of helpful responses can often bypass safety filters, because such content does not carry offensive or malicious characteristics at the semantic level.71% similarUnverifiedReward-model-based filters essentially learn a proxy for the preference distribution rather than factual correctness, and are insensitive to factual errors.70% similar
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