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The AIDA tool lowers the miss rate for attack alerts from 40.4% to 3.1%

The authors say it sent 18.4% of the 1,247 test alerts to analysts.

Claimed, not confirmed

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AIDA misses far fewer attack alerts On the same 1,247 alerts, the five studied approaches missed 40.4% or more of attack alerts and scored F1 0.371 to 0.744. AIDA missed 3.1%, scored 0.958, and sent 18.4% of alerts to analysts. 1,247 ALERTS 0%100% 0%100% 01 01 OR MORE Five studiedapproaches AIDA Attack alerts missed F1 score 18.4% sent to analysts 40.4% 3.1% 0.371–0.744 0.958
On the same 1,247 alerts, the five studied approaches missed at least 40.4% of attack alerts. AIDA missed 3.1%.

Sources

  1. From Investigation Failures to Reliable SOC Agents: Understanding and Improving LLM-Based Alert Triagearxiv.org
AI MATTER · NEWS · AI MATTER · NEWS ·9 OCT2026

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