Learning Representations on Logs for AIOps
Published in Proceedings of the 16th IEEE International Conference on Cloud Computing (IEEE CLOUD 2023), 2023
Pre-trains a log-domain language model on large-scale production log corpora and demonstrates transfer to downstream AIOps tasks such as anomaly detection and log parsing. The work shows that log-specific pretraining materially outperforms general-purpose text encoders for operational telemetry.
Recommended citation: Gupta, P., Kumar, H., Kar, D., Bhukar, K., Aggarwal, P., Mohapatra, P. (2023). "Learning Representations on Logs for AIOps." Proceedings of the 16th IEEE International Conference on Cloud Computing (CLOUD).
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