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Mechanical Enforcement for LLM Governance:Evidence of Governance-Task Decoupling in Financial Decision Systems
一篇揭示LLM金融治理中“治理-任务解耦”的突破性论文。作者提出机械执行四原语，将合规决策从模型视角剥离，使任务准确率从0.43飙升至0.88，同时大幅提升可审计性——治理质量不再随任务性能崩溃，从根本上重塑了可信AI治理范式。
arXiv:2605.14744v1 Announce Type: cross Abstract: Large language models in regulated financial workflows are governed by natural-language policies tha…