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Language Models Are Anomaly Detectors

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Language Models Are Anomaly Detectors

I work on security detection at Datadog. The model I have been building, Mambark, reads audit logs the way a language model reads text and scores every event by how surprising it is. It is a small model by today’s standards, about 97 million parameters, and it looks at hundreds of billions of security events instead of sentences.

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