AS-Parser: Log Parsing Based on Adaptive Segmentation
Summary: AS-Parser presents adaptive hierarchical segmentation, yielding a tree-based representation that captures log structure beyond fixed delimiters. It auto-discovers delimiters and offers three improvements, achieving 0.943 accuracy on 14/16 benchmarks. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xiaolei Chen
- 2. Peng Wang
- 3. Jia Chen
- 4. Wei Wang
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,893 | Adaptive and Efficient Log Parsing as a Cloud Service | 2025 | SIGMOD | 4.8925595e-05 |
| 6,897 | PreLog: A Pre-trained Model for Log Analytics | 2024 | SIGMOD | 4.8925595e-05 |
| 10,713 | CoLA: Model Collaboration for Log-based Anomaly Detection | 2025 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,700 | Filter Before You Parse: Faster Analytics on Raw Data with Sparser | 2018 | VLDB | 8.2728509e-05 |
| 3,690 | Navigating the Data Lake with DATAMARAN: Automatically Extracting Structure from Log Datasets | 2018 | SIGMOD | 6.8384476e-05 |
| 5,615 | A Scalable Index for Top-k Subtree Similarity Queries | 2019 | SIGMOD | 5.4101086e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,690 | Navigating the Data Lake with DATAMARAN: Automatically Extracting Structure from Log Datasets | 2018 | SIGMOD | 6.8384476e-05 |
| 10,218 | Unseen Anomaly Detection from System Logs | 2026 | SIGMOD | 4.1945683e-05 |
| 5,915 | Runtime-Extensible Parsers | 2025 | CIDR | 5.274713e-05 |
| 2,700 | Filter Before You Parse: Faster Analytics on Raw Data with Sparser | 2018 | VLDB | 8.2728509e-05 |
| 637 | Automatic segmentation of text into structured records | 2001 | SIGMOD | 0.00018824614 |
| 4,154 | Robust and Transferable Log-based Anomaly Detection | 2023 | SIGMOD | 6.4032498e-05 |
| 9,872 | Substructure-aware Log Anomaly Detection | 2025 | VLDB | 4.2667743e-05 |
| 10,658 | LLMLog: Advanced Log Template Generation via LLM-driven Multi-Round Annotation | 2025 | VLDB | 4.1945683e-05 |
| 6,897 | PreLog: A Pre-trained Model for Log Analytics | 2024 | SIGMOD | 4.8925595e-05 |
| 6,893 | Adaptive and Efficient Log Parsing as a Cloud Service | 2025 | SIGMOD | 4.8925595e-05 |