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Mapping South Korea’s digital asset regulatory landscape: From criminal code to the recently implemented virtual asset user protection act 绘制韩国数字资产监管格局:从刑法到最近实施的虚拟资产用户保护法
IF 3.3 3区 社会学 Q1 LAW Pub Date : 2025-05-21 DOI: 10.1016/j.clsr.2025.106140
WooJung Jon, Wonsuk Yang
Historically, South Korea addressed digital assets only indirectly through the Criminal Code (fraud, unauthorized fundraising), anti-money laundering regulations, and the Capital Markets Act’s securities provisions, leaving gaps in investor protection and market integrity. In response, the Virtual Asset User Protection Act (VAUPA) was enacted in 2023 and implemented in July 2024, establishing a dedicated regulatory regime for crypto-assets not classified as securities. VAUPA defines virtual assets broadly, prohibits unfair trading practices, and imposes strict obligations on virtual asset service providers, filling regulatory gaps that prior statutes and the Capital Markets Act left unaddressed. This reform created a dual regulatory structure: tokenized assets deemed securities remain governed by the Capital Markets Act, while other virtual assets fall under VAUPA. This article examines the legal interpretation and regulatory coherence of South Korea’s evolving framework, evaluating whether VAUPA effectively enhances investor protection and regulatory clarity. By mapping this evolution, it contributes to the academic understanding of digital asset law and offers insights relevant to global regulatory debates.
从历史上看,韩国只是通过《刑法》(欺诈、未经授权的融资)、反洗钱法规和《资本市场法》的证券条款间接解决数字资产问题,在投资者保护和市场诚信方面留下了空白。作为回应,《虚拟资产用户保护法》(VAUPA)于2023年颁布,并于2024年7月实施,为未归类为证券的加密资产建立了专门的监管制度。VAUPA广泛地定义了虚拟资产,禁止不公平的交易行为,并对虚拟资产服务提供商施加了严格的义务,填补了之前法规和资本市场法未解决的监管空白。这一改革创造了双重监管结构:被视为证券的代币化资产仍受《资本市场法》(Capital Markets Act)的管辖,而其他虚拟资产则受《资本市场法》(VAUPA)的管辖。本文考察了韩国不断发展的框架的法律解释和监管一致性,评估了VAUPA是否有效地增强了投资者保护和监管清晰度。通过映射这一演变,它有助于对数字资产法律的学术理解,并提供与全球监管辩论相关的见解。
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引用次数: 0
Leveraging process mining and event log enrichment in European public procurement analysis: a case study 在欧洲公共采购分析中利用流程挖掘和事件日志丰富:一个案例研究
IF 3.3 3区 社会学 Q1 LAW Pub Date : 2025-05-19 DOI: 10.1016/j.clsr.2025.106144
Roberto Nai , Emilio Sulis , Davide Audrito , Vittoria Margherita Sofia Trifiletti , Rosa Meo , Laura Genga
This article explores the application of knowledge management and artificial intelligence techniques to refine the examination of administrative procedures, particularly within the realm of public procurement, to enhance the quality and efficiency of public administration. Key challenges in legal procedural studies include managing complexity, ensuring adherence to mandatory timelines, and maintaining regulatory compliance at every procedure stage. Automated process analysis provides a means to address these challenges by automatically extracting reliable of actual processes, offering valuable insights into how legal workflows are executed in practice—insights that are often difficult to obtain through conventional methods. Our re- search focuses on extracting pertinent information from extensive datasets, specifically legal event logs from public procurement procedures. We leverage process mining to analyze temporal events within administrative workflows and propose augmenting the corresponding logs using large language models for event and date extraction from legal texts. Legal experts oversee this methodology to ensure the successful integration of technology into the legal domain. We present a multinational case study applying this knowledge management framework to the Tender Electronic Daily dataset, spanning five European countries from 2016 to 2022. The findings demonstrate that techniques such as information extraction, the use of large language models, and process discovery significantly enhance legal knowledge management. Two domain experts evaluated the methodological approach and discussed the results, confirming its potential to improve compliance monitoring, control flow, and timeliness, thereby bolstering the efficiency of legal procedures.
本文探讨了知识管理和人工智能技术的应用,以改进行政程序的审查,特别是在公共采购领域,以提高公共行政的质量和效率。法律程序研究的主要挑战包括管理复杂性,确保遵守强制性时间表,并在每个程序阶段保持法规遵从性。自动化过程分析通过自动提取实际过程的可靠性,提供了一种解决这些挑战的方法,提供了关于合法工作流在实践中是如何执行的有价值的见解——这些见解通常很难通过传统方法获得。我们的研究侧重于从广泛的数据集中提取相关信息,特别是从公共采购程序的法律事件日志。我们利用流程挖掘来分析管理工作流中的时间事件,并建议使用大型语言模型来增加相应的日志,以便从法律文本中提取事件和日期。法律专家监督这种方法,以确保成功地将技术整合到法律领域。我们提出了一个跨国案例研究,将该知识管理框架应用于招标电子日报数据集,涵盖五个欧洲国家,从2016年到2022年。研究结果表明,信息提取、大型语言模型的使用和过程发现等技术显著增强了法律知识管理。两名领域专家评价了方法方法并讨论了结果,确认了其改善遵守情况监测、控制流程和及时性的潜力,从而提高了法律程序的效率。
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引用次数: 0
Navigating the intersection: How antitrust law can facilitate fair standard essential patent licensing in China 在交叉路口导航:反垄断法如何促进中国的公平标准基本专利许可
IF 3.3 3区 社会学 Q1 LAW Pub Date : 2025-05-15 DOI: 10.1016/j.clsr.2025.106146
Yurong Zhang , Haiyang Duan , Wei Yang
The integration of high-quality communication patents into technical standards has intensified competition and raised antitrust concerns in Standard Essential Patent (SEP) licensing. This paper examines China’s antitrust regulation of SEP licensing amid rapid market development and increasing alignment with international practices. Since entering the world stage, China has gone through an initial exploration phase (1992–2012), framework construction phase (2013–2019), and now the rules refinement phase (2020–). The antitrust enforcement rules regulating SEP licensing have become relatively clear. In particular, on November 8, 2024, the Anti-monopoly Guidelines for Standard Essential Patents issued by China’s State Administration for Market Regulation further refined the antitrust enforcement rules in the SEP licensing field. However, China’s antitrust regulation of SEP licensing faces significant challenges despite recent regulatory developments. This paper examines three critical issues: determining market dominance of SEP holders, assessing monopolistic behavior in injunctive relief requests, and establishing benchmarks for excessive or discriminatory pricing. Drawing from US and Europe enforcement experiences while considering China’s context, this study advocates for Chinese enforcement agencies to: (1) prioritize effect-based analysis when establishing SEP holders’ market dominance by examining standard irreplaceability and patent essentiality; (2) refine the criteria for determining whether rights holders have demonstrated clear misconduct when assessing the antitrust implications of injunctive relief requests, and consider these alongside other contextual factors; (3) maintain a clear distinction between excessive pricing and discriminatory pricing when assessing potential FRAND violations. Regarding excessive pricing allegations, antitrust intervention should proceed with caution on a case-by-case basis, integrating multiple factors to determine whether royalty rates significantly and persistently exceed benchmark rates. For discriminatory pricing concerns, authorities must evaluate whether pricing differentials in comparable SEP transactions generate competitive harm; (4) maintain cautious enforcement approaches that balance private and public interests. These recommendations aim to enhance antitrust effectiveness in promoting fair competition and innovation while contributing to a more equitable international patent system.
将高质量的通信专利整合到技术标准中,加剧了标准必要专利(SEP)许可方面的竞争,并引发了反垄断担忧。本文考察了在市场快速发展和日益与国际惯例接轨的背景下,中国对SEP许可的反垄断监管。自进入世界舞台以来,中国经历了初步探索阶段(1992-2012年)、框架构建阶段(2013-2019年)和规则细化阶段(2020 -年)。规范SEP许可的反垄断执法规则已经相对清晰。特别是,中国国家市场监督管理总局于2024年11月8日发布的《标准必要专利反垄断指南》进一步细化了SEP许可领域的反垄断执法规则。然而,尽管最近的监管发展,中国对SEP许可的反垄断监管面临着重大挑战。本文探讨了三个关键问题:确定SEP持有人的市场支配地位,评估禁令救济请求中的垄断行为,以及建立过度或歧视性定价的基准。借鉴欧美执法经验,结合中国国情,建议中国执法机构:(1)通过考察标准不可替代性和专利必要性,在确立SEP权利人的市场支配地位时,优先考虑基于效果的分析;(2)在评估禁令救济请求的反垄断影响时,完善确定权利人是否表现出明显不当行为的标准,并将这些标准与其他背景因素一并考虑;(3)在评估潜在的FRAND违规行为时,明确区分过度定价和歧视性定价。关于定价过高的指控,反垄断干预应在个案的基础上谨慎进行,综合多种因素,以确定特许权使用费费率是否显著和持续超过基准费率。对于歧视性定价问题,当局必须评估可比SEP交易中的定价差异是否会造成竞争损害;(4)保持谨慎的执法方式,平衡私人和公共利益。这些建议旨在提高反垄断在促进公平竞争和创新方面的有效性,同时为更公平的国际专利制度作出贡献。
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引用次数: 0
Access revisited: AI training at the intersection of copyright and cybercrime laws 重新访问:版权和网络犯罪法交叉的人工智能培训
IF 3.3 3区 社会学 Q1 LAW Pub Date : 2025-05-14 DOI: 10.1016/j.clsr.2025.106149
Célia Filipa Ferreira Matias
The rise of generative AI (GenAI) poses urgent questions for copyright law, particularly regarding whether AI training infringes on reproduction rights. Some jurisdictions have tried to reduce these uncertainties through new or existing exceptions. Articles 3 and 4 of European Union Directive 2019/790 and sections 243 and 244 of Singapore’s Copyright Act of 2021 are examples. Both exceptions are subject to the condition of ‘lawful access’. The interpretation of this concept, which is vague and undefined by law, is crucial to these exceptions, as it may, ultimately, deprive them of all usefulness. This paper seeks to unpack the meaning of lawful access and its inverse by drawing on other uses of the concept, namely in cybercrime law, and its underlying values. This analysis points towards an understanding of unlawful access as the circumvention of technological restrictions to access, such as paywalls. However, adopting such measures may reduce the content that is freely available in the digital sphere, thereby impoverishing society and depriving creators of a powerful tool for publicising their works. Finally, the paper considers possible solutions to this problem and their drawbacks.
生成式人工智能(GenAI)的兴起对版权法提出了紧迫的问题,特别是关于人工智能训练是否侵犯了复制权。一些司法管辖区试图通过新的或现有的例外来减少这些不确定性。欧盟指令2019/790第3条和第4条以及新加坡《2021年版权法》第243条和第244条就是例子。这两种例外情况都受制于“合法访问”的条件。这一概念在法律上是模糊和未定义的,对这些例外的解释是至关重要的,因为它可能最终剥夺它们的所有用处。本文试图通过借鉴该概念的其他用途(即网络犯罪法)及其潜在价值,来揭示合法访问的含义及其反义。这一分析指向了对非法访问的理解,即绕过对访问的技术限制,如付费墙。然而,采取这些措施可能会减少数字领域中免费提供的内容,从而使社会变得贫穷,并剥夺了创作者宣传其作品的有力工具。最后,本文考虑了解决这一问题的可能方法及其不足。
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引用次数: 0
Dissecting the commercial profiling of children: A proposed taxonomy and assessment of the GDPR, UCPD, DSA and AI Act in light of the precautionary principle 剖析儿童的商业特征:根据预防原则对GDPR、UCPD、DSA和AI法案进行拟议的分类和评估
IF 3.3 3区 社会学 Q1 LAW Pub Date : 2025-05-12 DOI: 10.1016/j.clsr.2025.106143
Eline L. Leijten , Simone van der Hof
Over a decade after the Article 29 Working Party first stated that data controllers should refrain from the processing of children’s data for the purpose of behavioural advertising, children are still profiled at scale for commercial purposes, including behavioural advertising. The United Nations Convention on the Rights of the Child (‘UNCRC’) Committee urges States parties to prohibit profiling children for commercial purposes, as the practice is associated with a panoply of potential children’s rights violations and may cause children significant harm. Yet little scholarship is devoted to seeking granularity in defining what “profiling for commercial purposes” entails. The present article seeks to fill this gap and presents a new taxonomy of the various manifestations in which the commercial profiling of children occurs. This is followed by a children’s rights-based assessment of the six distinguishable manifestations of children’s commercial profiling, highlighting the importance of nuance in the academic and regulatory discourse on the subject. Whereas profiling children to directly monetise their personal data interferes with several children’s rights and likely causes children significant harm (although full scientific evidence thereupon is still lacking), in certain use cases profiling children for indirect commercial purposes may contribute to the exercise of their rights and wellbeing. The article subsequently assesses the EU regulatory framework governing the various manifestations of children’s commercial profiling through the prism of the precautionary principle, a general principle of EU law that justifies the regulation of a practice in the face of scientific uncertainty on the (long-term) harm it may cause. In the field of children’s rights, a strong precautionary approach is the norm, mandating the prohibition of practices that pose (unacceptable levels of) risk to children. The analysis dissects the relevant provisions in the General Data Protection Regulation (‘GDPR’), the Unfair Commercial Practices Directive (‘UCPD’), the Digital Services Act (‘DSA’) and Artificial Intelligence Act (‘AI Act’), to conclude that primarily, yet merely in theory, the GDPR is adequately equipped to uphold children’s rights in this regard, as the fairness and transparency principles that are cornerstones to the GDPR do not allow for the processing of children’s data in the context of the vast majority of children’s commercial profiling practices that remain omnipresent to date.
在第29条工作组首次声明数据控制者应避免以行为广告为目的处理儿童数据的十多年后,儿童仍然被大规模地用于商业目的,包括行为广告。《联合国儿童权利公约》(以下简称《公约》)委员会敦促缔约国禁止出于商业目的对儿童进行侧写,因为这种做法与一系列可能侵犯儿童权利的行为有关,并可能对儿童造成重大伤害。然而,很少有学者致力于寻找定义“商业目的的分析”所需要的粒度。本文试图填补这一空白,并提出一种新的分类法,说明对儿童进行商业分析的各种表现形式。随后,以儿童权利为基础,对儿童商业形象的六种不同表现形式进行了评估,强调了关于这一主题的学术和监管话语中细微差别的重要性。虽然对儿童进行侧写以直接将其个人数据货币化会干扰儿童的多项权利,并可能对儿童造成重大伤害(尽管仍缺乏充分的科学证据),但在某些用例中,出于间接商业目的对儿童进行侧写可能有助于行使儿童的权利和福祉。随后,本文通过预防原则的棱镜评估了欧盟管理儿童商业形象各种表现形式的监管框架,预防原则是欧盟法律的一般原则,在面对可能造成(长期)伤害的科学不确定性时,证明了对一种做法的监管是合理的。在儿童权利领域,一种强有力的预防办法是规范,规定禁止对儿童构成(不可接受的)危险的做法。该分析分析了《一般数据保护条例》(“GDPR”)、《不公平商业惯例指令》(“UCPD”)、《数字服务法》(“DSA”)和《人工智能法》(“AI法”)中的相关条款,得出的结论是,GDPR在这方面有足够的能力维护儿童的权利,但这仅仅是理论上的。因为作为GDPR基石的公平和透明原则不允许在绝大多数儿童商业分析实践的背景下处理儿童数据,这些实践至今仍然无处不在。
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引用次数: 0
Editor's Foreword 编者前言
IF 3.3 3区 社会学 Q1 LAW Pub Date : 2025-05-07 DOI: 10.1016/j.clsr.2025.106142
Henry Pearce
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引用次数: 0
Principles for the responsible application of Generative AI 生成式人工智能负责任应用的原则
IF 3.3 3区 社会学 Q1 LAW Pub Date : 2025-05-06 DOI: 10.1016/j.clsr.2025.106131
Roger Clarke
The quest for Artificial Intelligence (AI) has comprised successive waves of excessive enthusiasm followed by long, dispirited lulls. Most recently, during the first 3–4 years of public access to Generative Artificial Intelligence (GenAI), many authors have bought into the bullish atmosphere, replaying consultancies' predictions about gold mines of process efficiency and innovation. A more balanced approach to the technology is needed. Instances of apparently positive results need calm analysis, firstly to distinguish mirages from genuine contributions; secondly, to identify ways to effectively exploit the new capabilities; and thirdly, to formulate guidance for the avoidance and mitigation of negative consequences.
This article's first contribution is to ground the evaluation of GenAI's pathway, applications, impacts, implications and risks in a sufficiently deep appreciation of the technology's nature and key features. A wide range of sources is drawn on, in order to present descriptions of the processes involved in text-based GenAI. From those processes, 20 key characteristics are abstracted that together give rise to the promise and the threats GenAI embodies.
The effects of GenAI derive not from the technological features alone, but also from the patterns within which it is put to use. By mapping usage patterns across to domains of application, the phenomenon's impacts and implications can be more reliably delineated. The analysis provides a platform whereby the article's final contribution can be made. Previously-formulated principles for the responsible application of AI of all kinds are applied in the particular context of GenAI.
对人工智能(AI)的追求经历了一波又一波的过度热情,随后是漫长而沮丧的平静。最近,在公众接触到生成人工智能(GenAI)的头3-4年里,许多作者都加入了乐观的气氛,重复咨询公司对流程效率和创新金矿的预测。我们需要一种更加平衡的技术方法。对明显积极结果的实例需要冷静的分析,首先是为了区分海市蜃楼和真正的贡献;其次,找出有效利用新能力的方法;第三,制定避免和减轻负面后果的指导方针。本文的第一个贡献是对GenAI的途径、应用、影响、影响和风险进行评估,充分深入地了解该技术的性质和关键特征。为了呈现基于文本的GenAI所涉及的过程的描述,绘制了广泛的来源。从这些过程中,抽象出20个关键特征,这些特征共同产生了GenAI所体现的希望和威胁。GenAI的影响不仅来自技术特性,还来自使用它的模式。通过将使用模式映射到应用程序领域,可以更可靠地描述这种现象的影响和含义。分析提供了一个平台,使文章的最终贡献得以实现。以前制定的负责任地应用各种人工智能的原则适用于GenAI的特定背景。
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引用次数: 0
Comparative analysis of trademark protection in the metaverse and registration of virtual goods and NFTs 虚拟商品注册与nft注册中虚拟世界商标保护的比较分析
IF 3.3 3区 社会学 Q1 LAW Pub Date : 2025-05-05 DOI: 10.1016/j.clsr.2025.106137
WooJung Jon, Sung-Pil Park
This study presents a comparative analysis of trademark protection in the metaverse and the registration of virtual goods and non‐fungible tokens (NFTs) across three distinct legal systems: those of the United States, the United Kingdom, and South Korea. Drawing on recent case law and evolving administrative guidelines, this study examines how traditional trademark doctrines—such as the likelihood‐of‐confusion standard in the U.S. under the Lanham Act, source-identifying function under the UK Trade Marks Act 1994, and proactive legislative reforms implemented by the Korean Intellectual Property Office—are being adapted to address the challenges posed by digital and virtual environments. Specifically, this study analyzes landmark cases such as Hermès International v. Rothschild and Yuga Labs, Inc. v. Ripps, which illustrate the extension of trademark protection to NFTs and other digital assets, as well as the interplay between trademark rights and freedom of expression. It also evaluates recent updates to international classification frameworks—including the 2024 Nice Classification and the Madrid Protocol—and discusses their implications for ensuring uniformity and effective enforcement of trademarks in a borderless digital market. The findings reveal that while each jurisdiction applies its own legal traditions to metaverse trademark disputes, all share a common policy objective: to prevent consumer confusion and safeguard brand integrity in an increasingly digital economy. Ultimately, the study advocates for proactive registration of trademarks as virtual goods and NFTs to streamline enforcement and enhance legal certainty, thereby fostering innovation and facilitating global trade in virtual environments.
本研究对三个不同的法律体系(美国、英国和韩国)的虚拟商品和不可替代代币(nft)的注册进行了比较分析。根据最近的判例法和不断发展的行政指导方针,本研究考察了传统的商标理论如何适应数字和虚拟环境带来的挑战,例如美国《兰哈姆法案》下的混淆可能性标准,英国《1994年商标法》下的来源识别功能,以及韩国知识产权局实施的积极立法改革。具体而言,本研究分析了herm国际诉罗斯柴尔德案和Yuga实验室诉Ripps案等具有里程碑意义的案例,这些案例说明了商标保护延伸到nft和其他数字资产,以及商标权与言论自由之间的相互作用。报告还评估了国际分类框架的最新更新,包括2024年尼斯分类和马德里议定书,并讨论了它们对在无国界数字市场中确保商标统一和有效执法的影响。调查结果显示,虽然每个司法管辖区都有自己的法律传统来处理跨界商标纠纷,但所有司法管辖区都有一个共同的政策目标:在日益数字化的经济中防止消费者混淆并保护品牌诚信。最后,该研究倡导主动将商标注册为虚拟商品和nft,以简化执法和提高法律确定性,从而促进创新和促进虚拟环境中的全球贸易。
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引用次数: 0
From theory to practice: Data minimisation and technical review of verifiable credentials under the GDPR 从理论到实践:GDPR下可验证凭证的数据最小化和技术审查
IF 3.3 3区 社会学 Q1 LAW Pub Date : 2025-05-05 DOI: 10.1016/j.clsr.2025.106138
Qifan Yang , Cristian Lepore , Jessica Eynard , Romain Laborde
Data minimisation is a fundamental principle of personal data processing under the European Union’s General Data Protection Regulation (GDPR). Article 5(1) of the GDPR defines three core elements of data minimisation: adequacy, relevance, and necessity in relation to the purposes. Adequacy concerns the relationship between personal data and the purposes of processing, which minimises data collection to an adequate level in relation to the purposes. Relevance requires objective, logical, and sufficiently close links between personal data and the objective pursued, and the controller should demonstrate this relevance in the context of necessity. Necessity in relation to the purposes limits personal data processing to a specific accuracy level of the purposes, considering appropriateness, effectiveness, and intrusiveness. Our legal analyses provide a framework linking each legal element to specific technical requirements. In the context of Verifiable Credentials, Selective Disclosure and Zero-Knowledge Proofs contribute to the technical requirements of data minimisation. Our evaluation of credential types reveals that SD-JWT, JSON-LD BBS+, AnonCreds, and mDOC support Selective Disclosure, and JSON-LD with BBS+ signature and AnonCreds enable Zero-Knowledge Proofs. These findings show JSON-based credentials have significant potential to enhance data minimisation in the future.
根据欧盟的通用数据保护条例(GDPR),数据最小化是个人数据处理的基本原则。GDPR第5(1)条定义了数据最小化的三个核心要素:与目的相关的充分性、相关性和必要性。充分性指的是个人资料与处理目的之间的关系,即就处理目的而言,将资料收集减至适当的程度。相关性要求个人数据与所追求的目标之间存在客观、合乎逻辑且足够密切的联系,控制者应在必要的情况下证明这种相关性。考虑到适当性、有效性和侵入性,与目的相关的必要性将个人数据处理限制在特定的准确性水平。我们的法律分析提供了一个框架,将每个法律要素与具体的技术要求联系起来。在可验证凭证的背景下,选择性披露和零知识证明有助于数据最小化的技术要求。我们对证书类型的评估表明,SD-JWT、JSON-LD BBS+、anoncredds和mDOC支持选择性披露,而带有BBS+签名的JSON-LD和anoncredds支持零知识证明。这些发现表明,基于json的凭证在未来具有增强数据最小化的巨大潜力。
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引用次数: 0
Generative AI and the future of marketing: A consumer protection perspective 生成式人工智能与营销的未来:消费者保护的视角
IF 3.3 3区 社会学 Q1 LAW Pub Date : 2025-05-02 DOI: 10.1016/j.clsr.2025.106141
Bram Duivenvoorde
Generative AI has the potential to be the biggest disruption in marketing since the emergence of digital commerce in the early 2000s. This article will focus on three ways in which generative AI is expected to change marketing. First, generative AI enables companies to automatically create advertising copy and images, potentially leading to significant cost reductions. Secondly, generative AI offers possibilities to improve and automate personalised marketing, potentially enabling companies to send the right persuasive message at the right time to each potential customer. Thirdly, generative AI potentially offers possibilities to market products to consumers via generative AI chatbots. These developments offer potential advantages but also bear risks for consumers. For example, deepfakes in advertising can mislead consumers, AI-generated personalised marketing can exploit consumer vulnerabilities, and B2C chatbots can deceive consumers by providing biased advice. This article shows that EU law does in principle provide protection to consumers in relation to AI-generated marketing, but is also likely to fall short in effectively protecting consumers against the identified risks in several ways.
自21世纪初数字商务出现以来,生成式人工智能有可能成为营销领域最大的颠覆。本文将重点讨论生成式人工智能有望改变营销的三种方式。首先,生成式人工智能使公司能够自动创建广告文案和图像,从而有可能大幅降低成本。其次,生成式人工智能提供了改进和自动化个性化营销的可能性,有可能使公司能够在正确的时间向每个潜在客户发送正确的有说服力的信息。第三,生成式人工智能潜在地提供了通过生成式人工智能聊天机器人向消费者推销产品的可能性。这些发展提供了潜在的优势,但也给消费者带来了风险。例如,广告中的深度造假可以误导消费者,人工智能生成的个性化营销可以利用消费者的弱点,B2C聊天机器人可以通过提供有偏见的建议来欺骗消费者。这篇文章表明,欧盟法律原则上确实为消费者提供了与人工智能生成的营销相关的保护,但在几个方面也可能无法有效保护消费者免受已识别风险的侵害。
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Computer Law & Security Review
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