arXiv:2603.18415cs.CYcs.AI2026-03

企业搞AI包装反而抑制绿色创新,政策需精准监管

The Spillover Effects of Peer AI Rinsing on Corporate Green Innovation

  • 用大模型分析年报文本,识别企业'伪AI'行为
  • AI包装使绿色创新下降,尤其影响中小企业和竞争强行业
  • 建议政策组合:激励回报、差异监管、声誉惩罚

在'AI洗白'现象日益普遍的背景下,越来越多中国企业仅将人工智能标签用于年报美化,而非真实推动转型。本文利用大语言模型对2006至2024年中国A股上市公司年报文本进行语义分析,系统考察企业AI洗白行为对其绿色创新的影响。研究发现,企业AI洗白对绿色创新具有显著挤出效应,该负面关系通过产品与资本双市场渠道传导。该挤出效应在不同企业与行业中存在异质性,私营企业、中小型企业及高竞争行业受负面影响更严重。模拟结果表明,政策工具组合可有效改善市场均衡。据此,本文建议政府应设计针对性支持工具以'提升市场回报、缓解融资约束',采取差异化监管策略,并建立'专业识别+声誉惩戒'相结合的信息披露机制,遏制此类同行AI洗白行为。

原文摘要 · Abstract (English)

At a time when the phenomenon of 'AI washing' is quietly spreading, an increasing number of enterprises are using the label of artificial intelligence merely as a cosmetic embellishment in their annual reports, rather than as a genuine engine driving transformation. A test regarding the essence of innovation and the authenticity of information disclosure has arrived. This paper employs large language models to conduct semantic analysis on the text of annual reports from Chinese A-share listed companies from 2006 to 2024, systematically examining the impact of corporate AI washing behaviour on their green innovation. The research reveals that corporate AI washing exerts a significant crowding-out effect on green innovation, with this negative relationship transmitted through dual channels in both product and capital markets. Furthermore, this crowding-out effect exhibits heterogeneity across firms and industries, with private enterprises, small and medium-sized enterprises (SMEs), and firms in highly competitive sectors suffering more severe negative impacts from AI washing. Simulation results indicate that a combination of policy tools can effectively improve market equilibrium. Based on this, this paper proposes that the government should design targeted support tools to 'enhance market returns and alleviate financing constraints', adopt a differentiated regulatory strategy, and establish a disclosure mechanism combining 'professional identification and reputational sanctions' to curb such peer AI washing behaviour.

AI洗白绿色创新企业治理政策建议

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