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Chuanjin Zhu

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Review Open access Jul 2026

When may LLM outputs influence software requirements? A human-in-the-loop governance framework

Large language models are increasingly used to review, clarify, rewrite, and trace software requirements. These applications create a governance problem that output-quality assessment alone cannot resolve: a fluent proposal may rely on inadmissible evidence, alter stakeholder intent, introduce unsupported specificity,...

Chuanjin Zhu · 0 citations

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