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开源新生态:人工智能蒸馏技术的风险与治理OACHSSCD

Emerging Open Source Ecosystem:Risks and Governance of AI Distillation Technology

中文摘要英文摘要

[目的]传统理论研究关注以数据规模为核心的模型训练范式,对人工智能蒸馏技术应用中的风险关注不足.文章厘清蒸馏技术应用的双重风险并提出相应的治理策略,以期为人工智能开发者提供行为指引,为人工智能监管部门贡献创新方案.[方法]采用文献研究法梳理蒸馏技术的发展历史和基本原理,采用描述性研究法、案例研究法分析蒸馏技术应用的合法性风险与继发性风险.[结果/结论]蒸馏技术以数据和模型知识为应用对象,一方面使学生模型开发者面临著作权侵权、不正当竞争及违约之责任,另一方面加剧学生模型输出端的侵权风险扩散,并在规范缺位的情境下形成归责难题.蒸馏技术的风险治理应当契合"开源创新"理念,在推动数据和模型知识开放利用的同时明确输出端侵权风险形成的因果关系,完善侵权责任认定规则.

[Purpose]Traditional theoretical research focuses on the model training paradigm centered on data size and pays insufficient at-tention to the risks in the application of AI distillation technology.The article clarifies the dual risks of distillation technology applications and proposes corresponding governance strategies,with a view to providing behavioral guidelines for AI developers and contributing inno-vative solutions for AI regulators.[Method]The literature research method is used to sort out the development history and basic principles of distillation technology,and the descriptive research method and case study method are used to analyze the legitimacy risk and secondary risk of distillation technology application.[Result/Conclusion]The distillation technology takes data and model knowledge as the appli-cation object,which on the one hand exposes student model developers to copyright infringement,unfair competition and breach of con-tract,and on the other hand exacerbates the proliferation of infringement risks on the output side of student models,and creates problems of attribution of liability in the absence of norms.The risk management of distillation technology should be in line with the concept of"open source innovation",while promoting the open utilization of data and model knowledge,clarifying the causality of the infringement risk on the output side and improving the rules of infringement liability determination.

王静

浙江大学光华法学院 杭州 310008

社会科学

开源创新数据蒸馏知识蒸馏商业秘密不正当竞争

open source innovationdata distillationknowledge distillationtrade secretunfair competition

《情报杂志》 2026 (3)

78-85,31,9

国家社会科学基金重大项目"网络化开放创新范式下企业知识产权市场化保护与价值转化机制研究"(编号:21&ZD142)研究成果.

10.3969/j.issn.1002-1965.2026.03.011

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