ALPHA uses LLM majority-vote labels on a few cluster representatives, propagates them to all logs, and trains SVM/Logistic Regression detectors that match fully supervised F1 on Thunderbird.
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ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection
ALPHA uses LLM majority-vote labels on a few cluster representatives, propagates them to all logs, and trains SVM/Logistic Regression detectors that match fully supervised F1 on Thunderbird.