LATIDIA · Investigación

MARQ: un evaluador de calidad de requisitos de diagnóstico LLM modular infundido con conocimientos de ingeniería de sistemas

arXiv: 2610.36234v1Tipo de anuncio: nuevo Resumen: La ingeniería de requisitos (RE) es fundamental para la ingeniería de sistemas (SE), ya que los defectos de los requisitos pueden propagarse hacia abajo y afectar negativamente los resultados del desarrollo. Althou

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arXiv:2610.36234v1 Announce Type: new Abstract: Requirements engineering (RE) is foundational to systems engineering (SE), as requirement defects can propagate downstream and adversely affect development outcomes. Although large language models (LLMs) are promising for requirement quality assessment, prior work shows that off-the-shelf models miss a large share of expert-identified defects, perform unevenly across quality criteria, and vary across executions. This study investigates whether infusing expert-derived SE knowledge can improve LLM-based requirement quality evaluation beyond off-the-shelf capability. We present MARQ, a modular, LLM-agnostic prototype that supplements LLMs with a criterion-specific knowledge stack operationalizing INCOSE requirement quality criteria and evaluated against off-the-shelf baselines on an expert-labeled NASA requirement set using Claude Opus 5,