BERTOps: Learning Representations on Logs for AIOps
- Venue: IEEE CLOUD’23
- Authors: Pranjal Gupta et al. (IBM)
- Paper: https://arxiv.org/abs/2308.11526
- Code: https://github.com/BertOps/bertops
- Status: Read
Takeaway
- github.com/BertOps/bertops
- Status: Unread
Summary
A BERT-based LLM pretrained on public and proprietary log data. The foundation model behind IBM’s Label Broadcasting tool (02). Designed for downstream tasks like log format detection, log classification, and log parsing with limited labelled data. Outperforms general-purpose models on multiple log analysis tasks.
Takeaway
(TBD)