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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Zeyad Farooq Lutfi

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Open access Aug 2026

Improving Bug Detection in LLM-Generated Unit Tests: Revisiting Test-Oracle Reliability Across Modern Large Language Models

This paper presents a formal mathematical model for categorizing the outcome of generated-tests into four classes, a couple of basic metrics: Bug-Revealing Rate (BRR) and Bug-Validating Rate (BVR); and two basic statistical tests to ensure that the results are rigorous.

Zeyad Farooq Lutfi · 0 citations

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