Assessing Human Contribution in AI-Generated Content

ZHANG Jiahao, WEI Xiangsen

High-Technology and Commercialization ›› 2026, Vol. 32 ›› Issue (6) : 125.

主管:中国科学院
主办:中国科学院文献情报中心、中国高科技产业化研究会
ISSN:1006-222X
CN:11-3556/N
High-Technology and Commercialization ›› 2026, Vol. 32 ›› Issue (6) : 125.

Assessing Human Contribution in AI-Generated Content

  • ZHANG Jiahao,WEI Xiangsen
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Abstract

The rise of generative AI challenges the traditional copyright system centered on natural persons. Works created by natural persons through prompt adjustments and output selections often face difficulties in assessing human contribution due to algorithmic black boxes. Judicial practice recognizes the copyrightability of such AI-assisted outputs but fails to clarify the depth of human involvement via prompts. This paper focuses on the normative meaning of “substantial contribution,” correcting deviations in the sweat-of-the-brow doctrine and actual control theory. It emphasizes the role of human intellectual input in shaping original expression and advocates a process-oriented review approach. By analyzing creative nodes, causal chains, and contribution levels, it identifies human creativity beyond technical black boxes, balancing technological innovation with the anthropocentric values of copyright law.

Key words

generative AI / substantial contribution / originality / process-oriented

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ZHANG Jiahao, WEI Xiangsen. Assessing Human Contribution in AI-Generated Content[J]. High-Technology and Commercialization. 2026, 32(6): 125

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