PreLog: A Pre-trained Model for Log Analytics
Summary: PreLog: foundation model for log analytics, pre-trained on unlabeled heterogeneous logs with log-specific entry/sequence objectives to capture semantics/structure. Prompt tuning casts downstream parsing and anomaly detection into the pretraining format, yielding unified, cost-effective transfer across tasks. (summarized by gpt-5.4-mini on May 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Van-Hoang Le
- 2. Hongyu Zhang
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,218 | Unseen Anomaly Detection from System Logs | 2026 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,945 | Few-shot Text-to-SQL Translation using Structure and Content Prompt Learning | 2023 | SIGMOD | 7.8377395e-05 |
| 3,259 | AS-Parser: Log Parsing Based on Adaptive Segmentation | 2023 | SIGMOD | 7.3147783e-05 |
| 4,154 | Robust and Transferable Log-based Anomaly Detection | 2023 | SIGMOD | 6.4032498e-05 |
| 4,212 | Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration | 2023 | SIGMOD | 6.3555142e-05 |
| 4,572 | The Unified Logging Infrastructure for Data Analytics at Twitter | 2012 | VLDB | 6.0760183e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,661 | PreQR: Pre-training Representation for SQL Understanding | 2022 | SIGMOD | 6.0137947e-05 |
| 6,394 | Pluto: Sample Selection for Robust Anomaly Detection on Polluted Log Data | 2024 | SIGMOD | 5.0829207e-05 |
| 6,893 | Adaptive and Efficient Log Parsing as a Cloud Service | 2025 | SIGMOD | 4.8925595e-05 |
| 9,871 | From Logs to Causal Inference: Diagnosing Large Systems | 2025 | VLDB | 4.2667743e-05 |
| 10,713 | CoLA: Model Collaboration for Log-based Anomaly Detection | 2025 | VLDB | 4.1945683e-05 |
| 10,218 | Unseen Anomaly Detection from System Logs | 2026 | SIGMOD | 4.1945683e-05 |
| 9,872 | Substructure-aware Log Anomaly Detection | 2025 | VLDB | 4.2667743e-05 |
| 3,259 | AS-Parser: Log Parsing Based on Adaptive Segmentation | 2023 | SIGMOD | 7.3147783e-05 |
| 10,658 | LLMLog: Advanced Log Template Generation via LLM-driven Multi-Round Annotation | 2025 | VLDB | 4.1945683e-05 |
| 4,154 | Robust and Transferable Log-based Anomaly Detection | 2023 | SIGMOD | 6.4032498e-05 |