GraphCompliance: Structure-Aware Regulatory Compliance through Policy-Context Graph Alignment

GraphCompliance is a structure‑aware framework that models regulatory documents as a Policy Graph and contextual information as a Context Graph of entity‑relation triples. It aligns these graphs via a Compliance Gate to identify relevant regulatory requirements and evaluate them against contextual evidence, thereby preserving structural dependencies and reducing terminology mismatch. Experiments on EU2UK, GDPR‑13, and CONTRACT datasets show higher Matthews correlation coefficients than competing methods, and ablation studies confirm the importance of each component.

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