Cover Image

InferLog: Accelerating LLM Inference for Online Log Parsing via ICL-oriented Prefix Caching

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Yilun, Chen, Pengfei, Huang, Haiyu, He, Zilong, Tan, Gou, Zhang, Chuanfu, He, Jingkai, Zheng, Zibin
Format:	Preprint
Published:	2025
Subjects:	Software Engineering
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

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

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

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

LogICL: Distilling LLM Reasoning to Bridge the Semantic Gap in Cross-Domain Log Anomaly Detection
by: Ye, Jingwei, et al.
Published: (2025)

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

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

LogPrism: Unifying Structure and Variable Encoding for Effective Log Compression
by: Liu, Yang, et al.
Published: (2026)

DeepParse: Hybrid Log Parsing with LLM-Synthesized Regex Masks
by: Shetaia, Amir, et al.
Published: (2026)

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

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

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

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

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

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

FaaSRCA: Full Lifecycle Root Cause Analysis for Serverless Applications
by: Huang, Jin, et al.
Published: (2024)

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

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

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

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

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

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)

LogPilot: Intent-aware and Scalable Alert Diagnosis for Large-scale Online Service Systems
by: Jiang, Zhihan, et al.
Published: (2025)

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection
by: Li, Xinyu, et al.
Published: (2025)

LIDL: LLM Integration Defect Localization via Knowledge Graph-Enhanced Multi-Agent Analysis
by: Tan, Gou, et al.
Published: (2026)

AL-Bench: A Benchmark for Automatic Logging
by: Tan, Boyin, et al.
Published: (2025)

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

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)

LogLM: From Task-based to Instruction-based Automated Log Analysis
by: Liu, Yilun, et al.
Published: (2024)

ConfLogger: Enhance Systems' Configuration Diagnosability through Configuration Logging
by: Shan, Shiwen, et al.
Published: (2025)

AUCAD: Automated Construction of Alignment Dataset from Log-Related Issues for Enhancing LLM-based Log Generation
by: Zhang, Hao, et al.
Published: (2024)

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

ZeroLog: Zero-Label Generalizable Cross-System Log-based Anomaly Detection
by: Zhao, Xinlong, et al.
Published: (2025)

Face It Yourselves: An LLM-Based Two-Stage Strategy to Localize Configuration Errors via Logs
by: Shan, Shiwen, 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)

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

Mint: Cost-Efficient Tracing with All Requests Collection via Commonality and Variability Analysis
by: Huang, Haiyu, et al.
Published: (2024)

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