Unverified50% confidenceFactExact time
The false positive rate is key to whether a real-time alerting system is accepted by the team; if seven or eight out of ten alerts are false positives, agents will quickly learn to ignore the alerts.
1
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50%
Confidence
Long-term
Relevance
11/3/2026
First Seen
Sources
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Related Claims
UnverifiedFor extraction tasks involving LLMs, when the model "fabricates" content, False Positives rise and Precision falls, so these metrics are more sensitive to hallucination monitoring, and the False Positive Rate should be watched to control hallucinations.74% similarUnverifiedFalse omission risk is a type of conditional risk metric that is the counterpart to false discovery risk. In binary decisions, a false discovery means the system took an action but the action was wrong; a false omission means the system should have taken an action but chose conservative fallback.71% similar
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