3 papers
cs.SE2026
LogPTR: Variable-Aware Log Parsing with Pointer Network
Yifan Wu, Bingxu Chai, Siyu Yu +4
Due to the sheer size of software logs, developers rely on automated log analysis. Log parsing, which parses semi-structured logs into a structured format, is a prerequisite of aut…
cs.SE2026
UniSage: A Unified and Post-Analysis-Aware Sampling for Microservices
Zhouruixing Zhu, Zhihan Jiang, Tianyi Yang +1
Traces and logs serve as the backbone of observability in microservice architectures, yet their sheer volume imposes prohibitive storage and computational burdens. To reduce overhe…
cs.SE2025
Aligning the Objective of LLM-based Program Repair
Junjielong Xu, Ying Fu, Shin Hwei Tan +1
Large language models (LLMs) have achieved decent results on automated program repair (APR). However, the next token prediction training objective of decoder-only LLMs (e.g., GPT-4…