human-factor

G-SHARE is a guideline-based structured reasoning framework for human-factor event diagnosis in nuclear power plants. It operationalizes a nine-step diagnostic guideline into a multi-stage pipeline with evidence extraction, stepwise reasoning, and consistency repair, outperforming one-shot LLM prompting and traditional baselines.