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Xin Peng

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Jul 2026

Industrial Practice of LLM-Based Test Case Carving and Assertion Generation (Experience Paper)

NL2Test is presented, an end-to-end approach and tool that generates executable API regression tests from a natural-language scenario description and a traffic capture recorded while executing the scenario, indicating that traffic-grounded generation with deterministic guardrails can substantially reduce manual effort while improving regression automation in complex microservice environments.

Hao-Zhen You, Zhen Dong, Jing-Jing Wang et al. · 0 citations

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