Cover Image

DeepParse: Hybrid Log Parsing with LLM-Synthesized Regex Masks

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Shetaia, Amir, Kauffman, Sean
Format:	Preprint
Published:	2026
Subjects:	Software Engineering
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

LUNAR: Unsupervised LLM-based Log Parsing
by: Huang, Junjie, et al.
Published: (2024)

Token Interdependency Parsing (Tipping) -- Fast and Accurate Log Parsing
by: Hashemi, Shayan, et al.
Published: (2024)

LILAC: Log Parsing using LLMs with Adaptive Parsing Cache
by: Jiang, Zhihan, et al.
Published: (2023)

Optimized Log Parsing with Syntactic Modifications
by: Enan, Nafid, et al.
Published: (2025)

Impact of Log Parsing on Deep Learning-Based Anomaly Detection
by: Khan, Zanis Ali, et al.
Published: (2023)

CelerLog: Fast Log Parsing via Dynamic Routing
by: Shan, Shiwen, et al.
Published: (2026)

LogPTR: Variable-Aware Log Parsing with Pointer Network
by: Wu, Yifan, et al.
Published: (2024)

LogParser-LLM: Advancing Efficient Log Parsing with Large Language Models
by: Zhong, Aoxiao, et al.
Published: (2024)

VarParser: Unleashing the Neglected Power of Variables for LLM-based Log Parsing
by: Sun, Jinrui, et al.
Published: (2026)

Log Parsing Evaluation in the Era of Modern Software Systems
by: Petrescu, Stefan, et al.
Published: (2023)

Stronger, Cheaper and Demonstration-Free Log Parsing with LLMs
by: Xiao, Yi, et al.
Published: (2024)

Adaptive and Efficient Log Parsing as a Cloud Service
by: Li, Zeyan, et al.
Published: (2025)

InferLog: Accelerating LLM Inference for Online Log Parsing via ICL-oriented Prefix Caching
by: Wang, Yilun, et al.
Published: (2025)

On Sequence-to-Sequence Models for Automated Log Parsing
by: Sorrenti, Adam, et al.
Published: (2026)

HELP: Hierarchical Embeddings-based Log Parsing
by: Xu, Andy, et al.
Published: (2024)

LogLSHD: Fast Log Parsing with Locality-Sensitive Hashing and Dynamic Time Warping
by: Huang, Shu-Wei, et al.
Published: (2025)

Unified Semantic Log Parsing and Causal Graph Construction for Attack Attribution
by: Tan, Zhuoran, et al.
Published: (2024)

Unlocking the Power of Numbers: Log Compression via Numeric Token Parsing
by: Yu, Siyu, et al.
Published: (2024)

A Large-Scale Evaluation for Log Parsing Techniques: How Far Are We?
by: Jiang, Zhihan, et al.
Published: (2023)

Log Parsing using LLMs with Self-Generated In-Context Learning and Self-Correction
by: Wu, Yifan, et al.
Published: (2024)

MicLog: Towards Accurate and Efficient LLM-based Log Parsing via Progressive Meta In-Context Learning
by: Yu, Jianbo, et al.
Published: (2026)

KELP: Robust Online Log Parsing Through Evolutionary Grouping Trees
by: Singh, Satyam, et al.
Published: (2026)

A Comparative Study on Large Language Models for Log Parsing
by: Astekin, Merve, et al.
Published: (2024)

Lemur: Log Parsing with Entropy Sampling and Chain-of-Thought Merging
by: Zhang, Wei, et al.
Published: (2024)

LLMParser: An Exploratory Study on Using Large Language Models for Log Parsing
by: Ma, Zeyang, et al.
Published: (2024)

ECLIPSE: Semantic Entropy-LCS for Cross-Lingual Industrial Log Parsing
by: Zhang, Wei, et al.
Published: (2024)

Small is Beautiful: A Practical and Efficient Log Parsing Framework
by: Wang, Minxing, et al.
Published: (2026)

LibreLog: Accurate and Efficient Unsupervised Log Parsing Using Open-Source Large Language Models
by: Ma, Zeyang, et al.
Published: (2024)

Dialect-Agnostic SQL Parsing via LLM-Based Segmentation
by: An, Junwen, et al.
Published: (2026)

SCOPE: Tree-based Self-Correcting Online Log Parsing via Syntactic-Semantic Collaboration
by: Fan, Dongyi, et al.
Published: (2026)

Lost in Translation? Converting RegExes for Log Parsing into Dynatrace Pattern Language
by: Fragner, Julian, et al.
Published: (2025)

Parse Tree Tracking Through Time for Programming Process Analysis at Scale
by: Rau, Matt, et al.
Published: (2025)

Annotating Control-Flow Graphs for Formalized Test Coverage Criteria
by: Kauffman, Sean, et al.
Published: (2024)

Handling Open-Vocabulary Constructs in Formalizing Specifications: Retrieval-Augmented Parsing with Expert Knowledge
by: Hasan, Mohammad Saqib, et al.
Published: (2025)

TGMM: Combining Parse Tree with GPU for Scalable Multilingual and Multi-Granularity Code Clone Detection
by: Ye, Yuhang, et al.
Published: (2024)

Small Changes, Big Trouble: Demystifying and Parsing License Variants for Incompatibility Detection in the PyPI Ecosystem
by: Xu, Weiwei, et al.
Published: (2025)

Hypergraph-Guided Regex Filter Synthesis for Event-Based Anomaly Detection
by: Ferreira, Margarida, et al.
Published: (2025)

LogFold: Compressing Logs with Structured Tokens and Hybrid Encoding
by: Shan, Shiwen, et al.
Published: (2026)

LogSD: Detecting Anomalies from System Logs through Self-supervised Learning and Frequency-based Masking
by: Xie, Yongzheng, et al.
Published: (2024)

MLCPD: A Unified Multi-Language Code Parsing Dataset with Universal AST Schema
by: Gajjar, Jugal, et al.
Published: (2025)