arXiv:2605.04926cs.CL2026-05

专利中过度使用宣传性语言反而降低授权与转让成功率。

Unintended Negative Impacts of Promotional Language in Patent Evaluation

  • 用135个宣传词词典分析270万份专利,发现宣传语越多越难获批
  • 高宣传密度组成功率比低组低5.5至5.9个百分点
  • 男性和资深审查员更接受宣传话术,存在性别与经验差异

宣传性语言在科技沟通中日益普遍,但其在技术革新中的作用尚不明确。本文利用经验证的135个宣传词词典,研究270万份美国专利商标局(USPTO)申请中宣传语言与专利评价结果的关系。大规模研究表明:第一,与科学评价相反,宣传词频率越高,申请获得专利授权、所有权转移及成功申诉的概率越低;该负面影响在控制多种混杂因素后依然显著,且在不同技术领域均稳健。在匹配样本中,最低与最高宣传密度五分位组间的成功率差异分别为5.5、5.9和5.3个百分点。第二,宣传语言并非技术薄弱的伪装,反而客观反映组合新颖性和未来引文影响力。第三,机制分析显示,人类因素强烈调节对宣传表述的容忍度,男性及有经验的审查员比女性和新手更易接受宣传叙事。本研究揭示了专利体系中的新悖论,为通过客观审查专利文本语言模式提升评价质量提供了理论与实践启示。

原文摘要 · Abstract (English)

Promotional language has been increasingly used to aid the communication of innovative ideas in science. Yet, less is known about its role in the context of technological innovation. Here, we use a validated and domain-diagnosed lexicon of 135 promotional words to study the association between promotional language and patent evaluation outcomes among 2.7 million USPTO patent applications. Our large-scale study reveals three unexpected findings. First, in contrast to scientific evaluation, we find that a higher frequency of promotional words is negatively associated with the probability of an application being (i) granted a patent, (ii) transferred ownership, and (iii) successfully appealed. This promotional penalty holds even after accounting for a range of confounding factors and is largely robust across different technological areas. Among matched samples, the difference in the success rate between the lowest and highest promotional density quintile is 5.5, 5.9, and 5.3 percentage points for patentability, transferability, and rejection reversal. Second, contrary to institutional skepticism, we show that promotional language is not a mask of weak technology, but objectively reflects the degree of combinatorial novelty and future citation impact. Third, digging into the mechanisms, we find that the tolerance to promotional framing is strongly moderated by human factors, with men and experienced examiners showing a higher acceptance of promotional narratives than women and novice examiners. By revealing an emerging paradox in the patent system, our study offers theoretical and practical implications for improving patent evaluation through more objective scrutiny of linguistic patterns in patent filings.

专利评估语言分析认知偏差创新管理

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