可争议智能体治理框架：让 LLM 生成的元数据经人工审核留痕
Contestable Agents for Data Governance: Recording Human Stewardship of AI-Generated Metadata Across Structured and Unstructured Systems
工业企业的元数据靠少数专家维护，这篇论文让 LLM 智能体出提案、人做裁决、全程留痕，还附开源实现，做数据治理的可以看看。
arXiv 论文提出可争议治理工作流， specialist 智能体为存在争议的元数据决策生成带评分和引用的论据。审核人可在提交前接受、拒绝、修改或补充论据，治理记录保留证据、干预和结果。版本化领域术语表向智能体提供专有名词和缩写定义。两个 HVAC 用例展示该模式：基于 Brick Schema 的点分类，以及将索赔字段、遥测数据与服务记录关联的保修故障模式决策。论文还描述了分流路径和决定哪些已验证决策可成为先例的门槛机制。
Contestable Agents for Data Governance: Recording Human Stewardship of AI-Generated Metadata Across Structured and Unstructured Systems
Industrial organizations hold operational knowledge in structured records, such as telemetry, point lists, and transactions, and in unstructured sources, such as manuals, service notes, communications, and inspection reports. Governance programs often manage these sources separately. Classifying, linking, and documenting them depends on a small group of employees with deep domain knowledge. Agents built on large language models can propose metadata, cite documents, and flag quality issues, but unreviewed proposals can spread errors into downstream systems. A perfunctory approval leaves no record of what a reviewer checked. We present contestable governance: specialist agents produce scored, cited arguments for disputed metadata decisions; a steward can accept, reject, modify, or add arguments before commit; and a governance record retains the evidence, interventions, and outcome. A versioned domain glossary supplies model-specific terms and acronym definitions to the agents. We describe the workflow, a triage path that reserves full argumentation for uncertain proposals while preserving review before commit, the scoring and record models, and a gate that controls which verified decisions become precedent. Two HVAC use cases illustrate the pattern: point classification using Brick Schema class labels, supported by an open reference implementation, and an illustrative warranty failure-mode decision linking claim fields and telemetry to service notes and revisioned bulletins.
