Vasanthi Jangala Naga

AI-Enhanced SaaS Reliability: LLM-Based Log Parsing, OOV Detection, and Early Failure Prediction

Modern Software-as-a-Service (SaaS) environments generate voluminous, heterogeneous logs that exhibit rapid schema drift and semantic sparsity, rendering traditional template-based detection methods ineffective. This paper presents LLM-EP, a unified framework that utilizes Large Language Models (LLMs) for proactive err...