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alert triage 1chain-of-thought reasoning 1confidence calibration 1large language models 1self-training 1

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cs.LG2026

Cybersecurity Detection Classification with Reasoning-enabled Language Models

Amol Khanna, Manu Nandan, Cristian Viorel Popa +10

The paper introduces a chain-of-thought reasoning classifier built on large language models to triage Windows endpoint security alerts, using a calibrated confidence estimator to i…