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◆ Journal of Financial Economics2026-05-27· Intellectual property

Intellectual property protection lost and competition: An examination using large language models

Utku U. Acikalin, Tolga Caskurlu, Gerard Hoberg, Gordon M. Phillips

原始摘要(英文原文)· Original abstract
We examine the impact of lost intellectual property protection on innovation, competition, firm performance, and valuation. We consider firms whose ability to protect intellectual property (IP) using patents is weakened following a major Supreme Court decision. We use large language models (LLM) to identify firms’ patent portfolios’ exposure to this decision and find an unequal impact. Large firms gain and small firms lose. Large impacted firms benefit as their sales growth increases and their exposure to lawsuits decreases. Small impacted firms lose as they face increased competition, product-market encroachment, and lower profits and valuations. They increase R&D and nondisclosure agreements.
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