Author

Zhenping Xie

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Preprint Aug 2026

Requirements-Augmented Generation for Trustworthy Acceptance Testing of LLM-Based Software

This paper introduces Requirements-Augmented Generation (REAG), which interprets user intentions by retrieving relevant software requirements, domain knowledge, and personas via adaptive RAG and self-reasoning to generate context-aware test oracles, and introduces a confidence-calibrated cascade judgment, which quantifies verdict reliability via simulated expert agreement.

Fanyu Wang, Chetan Arora, Zhenping Xie et al. · 0 citations