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DeepParse: Hybrid LLM-Guided Pattern Mining for Accurate and Reproducible Log Parsing

Shetaia, Amir2026

… at high computational cost. This thesis presents DeepParse, a hybrid LLM-guided framework that automatically mines reusable variable patterns from small log samples and applies them deterministically through the Drain algorithm. By separating the LLMs reasoning phase from runtime parsing, …

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