ArXiv TLDR

Nana Reinikainen

2 papers · Latest:

Software Engineering

A Comparative Study of Semantic Log Representations for Software Log-based Anomaly Detection

This paper benchmarks semantic log representations for anomaly detection and proposes QTyBERT, balancing effectiveness and efficiency.

2604.08028
Software Engineering

Assessing REST API Test Generation Strategies with Log Coverage

This paper introduces log coverage metrics to assess REST API test generation strategies, finding LLMs like Claude Opus 4.6 outperform human tests and combine well.

2604.07073

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