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Logs produced by extensive software systems are integral to monitoring system behaviors.
A data clustering algorithm for mining patterns from event logs
Risto Vaarandi · 2003
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Execution anomaly detection in distributed systems through unstructured log analysis
Qiang Fu, Jian-Guang Lou, Yi Wang, and Jiang Li · 2009
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Clustering event logs using iterative partitioning
Adetokunbo AO Makanju, A Nur Zincir-Heywood, and Evangelos E Milios · 2009
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Entropy and information theory
Robert M Gray · 2011
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Incremental mining of system log format
Masayoshi Mizutani · 2013
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Dbscan: Past, present and future
Kamran Khan, Saif Ur Rehman, Kamran Aziz, Simon Fong, and Sababady Sarasvady · 2014
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Logcluster-a data clustering and pattern mining algorithm for event logs
Risto Vaarandi and Mauno Pihelgas · 2015
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Spell: Streaming parsing of system event logs
Min Du and Feifei Li · 2016
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Logmine: Fast pattern recognition for log analytics
Hossein Hamooni, Biplob Debnath, Jianwu Xu, Hui Zhang, Guofei Jiang, and Abdullah Mueen · 2016
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An evaluation study on log parsing and its use in log mining
Pinjia He, Jieming Zhu, Shilin He, Jian Li, and Michael R Lyu · 2016
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Anomaly detection using program control flow graph mining from execution logs
Animesh Nandi, Atri Mandal, Shubham Atreja, Gargi B Dasgupta, and Subhrajit Bhattacharya · 2016
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Length matters: Clustering system log messages using length of words
Keiichi Shima · 2016
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Logan: Problem diagnosis in the cloud using log-based reference models
Byung Chul Tak, Shu Tao, Lin Yang, Chao Zhu, and Yaoping Ruan · 2016
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Uilog: Improving log-based fault diagnosis by log analysis
De-Qing Zou, Hao Qin, and Hai Jin · 2016
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Deeplog: Anomaly detection and diagnosis from system logs through deep learning
Min Du, Feifei Li, Guineng Zheng, and Vivek Srikumar · 2017
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Drain: An online log parsing approach with fixed depth tree
Pinjia He, Jieming Zhu, Zibin Zheng, and Michael R Lyu · 2017
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Attention is all you need
Ashish Vaswani, Noam M. Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, and Illia Polosukhin · 2017
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Identifying impactful service system problems via log analysis
Shilin He, Qingwei Lin, Jian-Guang Lou, Hongyu Zhang, Michael R Lyu, and Dongmei Zhang · 2018
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Loghub: a large collection of system log datasets towards automated log analytics
Shilin He, Jieming Zhu, Pinjia He, and Michael R Lyu · 2020
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Unsupervised k-means clustering algorithm
Kristina P Sinaga and Miin-Shen Yang · 2020
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Lpv: A log parser based on vectorization for offline and online log parsing
Tong Xiao, Zhe Quan, Zhi-Jie Wang, Kaiqi Zhao, and Xiangke Liao · 2020
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Improving neural machine translation with soft template prediction
Jian Yang, Shuming Ma, Dongdong Zhang, Zhoujun Li, and Ming Zhou · 2020
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Alternating language modeling for cross-lingual pre-training
UM4: unified multilingual multiple teacher-student model for zero-resource neural machine translation
Jian Yang, Yuwei Yin, Shuming Ma, Dongdong Zhang, Shuangzhi Wu, Hongcheng Guo, Zhoujun Li, and Furu Wei · 2022
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Scaling laws for generative mixed-modal language models
Armen Aghajanyan, Lili Yu, Alexis Conneau, Wei-Ning Hsu, Karen Hambardzumyan, Susan Zhang, Stephen Roller, Naman Goyal, Omer Levy, and Luke Zettlemoyer · 2023
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Rohan Anil, Andrew M. Dai, Orhan Firat, Melvin Johnson, Dmitry Lepikhin, Alexandre Passos, Siamak Shakeri, Emanuel Taropa, Paige Bailey, Zhifeng Chen, Eric Chu, Jonathan H. Clark, Laurent El Shafey, Yanping Huang, Kathy Meier-Hellstern, Gaurav Mishra, Erica Moreira, Mark Omernick, Kevin Robinson, Sebastian Ruder, Yi Tay, Kefan Xiao, Yuanzhong Xu, Yujing Zhang, Gustavo Hernández Ábrego, Junwhan Ahn, Jacob Austin, Paul Barham, Jan A. Botha, James Bradbury, Siddhartha Brahma, Kevin Brooks, Michele Catasta, Yong Cheng, Colin Cherry, Christopher A. Choquette-Choo, Aakanksha Chowdhery, Clément Crepy, Shachi Dave, Mostafa Dehghani, Sunipa Dev, Jacob Devlin, Mark Díaz, Nan Du, Ethan Dyer, Vladimir Feinberg, Fangxiaoyu Feng, Vlad Fienber, Markus Freitag, Xavier Garcia, Sebastian Gehrmann, Lucas Gonzalez, and et al · 2023
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source code, 2023
BertSum · 2023
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Jian Yang, Shuming Ma, Dongdong Zhang, Shuangzhi Wu, Zhoujun Li, and Ming Zhou · 2020
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Prefix-graph: A versatile log parsing approach merging prefix tree with probabilistic graph
Guojun Chu, Jingyu Wang, Qi Qi, Haifeng Sun, Shimin Tao, and Jianxin Liao · 2021
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A survey on automated log analysis for reliability engineering
Shilin He, Pinjia He, Zhuangbin Chen, Tianyi Yang, Yuxin Su, and Michael R Lyu · 2021
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Self-supervised log parsing
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Multilingual machine translation systems from microsoft for WMT21 shared task
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Multilingual agreement for multilingual neural machine translation
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Llmparser: A llm-based log parsing framework
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Is chatgpt a good translator? a preliminary study
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Log parsing with prompt-based few-shot learning
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Logprompt: Prompt engineering towards zero-shot and interpretable log analysis
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Gpt-4 technical report, 2023
OpenAI · 2023
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Fingpt: Open-source financial large language models
Hongyang Yang, Xiao-Yang Liu, and Christina Dan Wang · 2023
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Brain: Log parsing with bidirectional parallel tree
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Mceval: Massively multilingual code evaluation
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Multi-agent collaboration for multilingual code instruction tuning
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