mlsanityData to 14 Oct 2026

UniLog: Deploy One Model and Specialize it for All Log Analysis Tasks

arXiv 2112.03159 ↗First posted 6 Dec 2021cs.NI cs.AIcited by 11

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Abstract (arXiv)

UniLog: Deploy One Model and Specialize it for All Log Analysis Tasks

Key facts. Cited by 11 papers in the map (data through 14 Oct 2026). Builds on 20 of its 44 references that are in the map. First posted on arXiv 6 Dec 2021.

Builds on

20 of 44 references.

References · 20

  1. 2017Attention Is All You Needcited by 60,361
  2. 2015Deep Residual Learning for Image Recognitioncited by 52,096
  3. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
  4. 2020Language Models are Few-Shot Learnerscited by 32,419
  5. 2020An Image is Worth 16x16 Words: Transformers for Image Recognition at Scalecited by 30,186
  6. 2019Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformercited by 14,599
  7. 2020A Simple Framework for Contrastive Learning of Visual Representationscited by 12,049
  8. 2016Layer Normalizationcited by 5,669
  9. 2017Decoupled Weight Decay Regularizationcited by 1,831
  10. 2020On Layer Normalization in the Transformer Architecturecited by 922
  11. 2016Language Modeling with Gated Convolutional Networkscited by 702
  12. 2021Do Transformers Really Perform Bad for Graph Representation?cited by 320
8 more
  1. 2020Neural Architecture Search without Trainingcited by 244
  2. 2019To Tune or Not to Tune? Adapting Pretrained Representations to Diverse Taskscited by 167
  3. 2019Fine-tune BERT for Extractive Summarizationcited by 122
  4. 2021LogBERT: Log Anomaly Detection via BERTcited by 118
  5. 2018Tools and Benchmarks for Automated Log Parsingcited by 56
  6. 2020A Survey on Automated Log Analysis for Reliability Engineeringcited by 50
  7. 2019Logzip: Extracting Hidden Structures via Iterative Clustering for Log Compressioncited by 14
  8. 2020Summarizing Unstructured Logs in Online Servicescited by 5

Built on by

Cited by year

Citing papers per year: 2022: 2; 2023: 3; 2024: 2; 2025: 4.

11 papers.

  1. 2023AI for IT Operations (AIOps) on Cloud Platforms: Reviews, Opportunities and Challengescited by 15
  2. 2024LogLM: From Task-based to Instruction-based Automated Log Analysiscited by 15
  3. 2025Large Language Models for Security Operations Centers: A Comprehensive Surveycited by 9
  4. 2025R-Log: Incentivizing Log Analysis Capability in LLMs via Reasoning-based Reinforcement Learningcited by 3
  5. 2023LogAI: A Library for Log Analytics and Intelligencecited by 2
  6. 2024LUK: Empowering Log Understanding with Expert Knowledge from Large Language Modelscited by 2
  7. 2022Leveraging Log Instructions in Log-based Anomaly Detectioncited by 1
  8. 2025Diagnosing and Resolving Cloud Platform Instability with Multi-modal RAG LLMscited by 1
  9. 2025Embodiment Transfer Learning for Vision-Language-Action Modelscited by 1
  10. 2022Failure Identification from Unstable Log Data using Deep Learningcited by 0
  11. 2023Interactive Log Parsing via Light-weight User Feedbackcited by 0