Shrouq Ibrahim

Evidence-Aware Human-in-the-Loop LLM Review for Requirements-to-Planning Decisions

Large language models can produce fluent requirements refinements and planning artifacts while still leaving information unresolved for implementation, testing, or planning commitment. This paper presents ReqPlan-Eval, an evidence-aware human-in-the-loop architecture that connects NFR disagreement, weak-word cues, plan...