knowledge-infusion

MARQ is a modular, LLM-agnostic prototype that infuses expert-derived systems engineering knowledge into LLM-based requirement quality assessment, showing significant F1 improvements over off-the-shelf baselines on an expert-labeled NASA requirement set across Claude Opus 5, GPT-5.6 Sol, and Gemma 3 12B, though gains are model-dependent.