ResearchBenchmarksAlert Grouping on AIT-ADS-A more-noise-2 (test)Alert Grouping on AIT-ADS-A more-noise-2 (test)Follow0.9727AUC (macro)timedelta0.9174540.9318070.946160.960513Feb 6, 2026Evaluation resultsMethodMethodLinksAUC (macro)AUC (dirb)AUC (wpscan)AUC (service scan)AUC (escalated sudo command)AUC (attacker change user)AUC (dnsteal)AUC (webshell cmd)AUC (crack passwords)AUC (online cracking)timedeltanoise alerts=inclnoise alerts=incl2026.020.97270.99830.99990.77760.9997110.89970.97451AlertBERTnoise alerts=inclnoise alerts=incl2026.020.9360.999910.82571110.77780.751timedeltanoise alerts=exclnoise alerts=excl2026.020.9263110.50311110.77810.87511AlertBERTnoise alerts=exclnoise alerts=excl2026.020.9196110.62791110.77780.751