LogLM: From Task-based to Instruction-based Automated Log Analysis

10 January 2025

Papers citing "LogLM: From Task-based to Instruction-based Automated Log Analysis"

23 / 23 papers shown

Title
Adapting Large Language Models to Log Analysis with Interpretable Domain Knowledge Yuhe Ji Yilun Liu Feiyu Yao Minggui He Shimin Tao ... Xinhua Yang Weibin Meng Yuming Xie Boxing Chen Hao Yang 108 3 0 02 Dec 2024
LogParser-LLM: Advancing Efficient Log Parsing with Large Language Models Aoxiao Zhong Dengyao Mo Guiyang Liu Jinbu Liu Qingda Lu Qi Zhou Jiesheng Wu Quanzheng Li Qingsong Wen 31 4 0 25 Aug 2024
LogEval: A Comprehensive Benchmark Suite for Large Language Models In Log Analysis Tianyu Cui Shiyu Ma Ziang Chen Tong Xiao Shimin Tao ... Changchang Liu Yuzhe Cai Weibin Meng Yongqian Sun Dan Pei ELM 54 6 0 02 Jul 2024
LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models Yaowei Zheng Richong Zhang Junhao Zhang Yanhan Ye Zheyan Luo Zhangchi Feng Yongqiang Ma 122 515 0 20 Mar 2024
CoachLM: Automatic Instruction Revisions Improve the Data Quality in LLM Instruction Tuning Yilun Liu Shimin Tao Xiaofeng Zhao Ming Zhu Wenbing Ma ... Min Zhang Hongxia Ma Li Zhang Hao Yang Yanfei Jiang 62 13 0 22 Nov 2023
RAGLog: Log Anomaly Detection using Retrieval Augmented Generation Jonathan Pan Swee Liang Wong Yidi Yuan 28 13 0 09 Nov 2023
A Survey of GPT-3 Family Large Language Models Including ChatGPT and GPT-4 Katikapalli Subramanyam Kalyan LM&MA AI4CE LRM AILaw ELM 85 237 0 04 Oct 2023
OWL: A Large Language Model for IT Operations Hongcheng Guo Jian Yang Jiaheng Liu Liqun Yang Linzheng Chai ... Tieqiao Zheng Liangfan Zheng Bo Zhang Ke Xu Zhoujun Li VLM 84 41 0 17 Sep 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang Anh Tuan Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 82 557 0 03 Sep 2023
Instruction Tuning for Large Language Models: A Survey Shengyu Zhang Linfeng Dong Xiaoya Li Sen Zhang Xiaofei Sun ... Jiwei Li Runyi Hu Tianwei Zhang Leilei Gan Guoyin Wang LM&MA 75 591 0 21 Aug 2023
Interpretable Online Log Analysis Using Large Language Models with Prompt Strategies Yilun Liu Shimin Tao Weibin Meng Jingyu Wang Wenbing Ma Yanqing Zhao Yuhang Chen Hao Yang Yanfei Jiang Xun Chen 54 26 0 15 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 269 11,791 0 18 Jul 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.3K 14,289 0 15 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.4K 13,167 0 27 Feb 2023
Recommending Root-Cause and Mitigation Steps for Cloud Incidents using Large Language Models Toufique Ahmed Supriyo Ghosh Chetan Bansal Thomas Zimmermann Xuchao Zhang Saravan Rajmohan AI4CE 63 56 0 10 Jan 2023
Log-based Anomaly Detection with Deep Learning: How Far Are We? Van-Hoang Le Hongyu Zhang 29 165 0 09 Feb 2022
UniLog: Deploy One Model and Specialize it for All Log Analysis Tasks Yichen Zhu Weibin Meng Ying Liu Shenglin Zhang Tao Han Shimin Tao Dan Pei MoE 68 14 0 06 Dec 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 120 3,742 0 03 Sep 2021
Log-based Anomaly Detection Without Log Parsing Van-Hoang Le Hongyu Zhang 49 183 0 04 Aug 2021
Cross-Task Generalization via Natural Language Crowdsourcing Instructions Swaroop Mishra Daniel Khashabi Chitta Baral Hannaneh Hajishirzi LRM 127 745 0 18 Apr 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 708 41,894 0 28 May 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 392 20,114 0 23 Oct 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.7K 94,729 0 11 Oct 2018