Law Commons^™

The Unreasonable Effectiveness Of Large Language Models In Zero-Shot Semantic Annotation Of Legal Texts, Jaromir Savelka, Kevin D. Ashley

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The emergence of ChatGPT has sensitized the general public, including the legal profession, to large language models' (LLMs) potential uses (e.g., document drafting, question answering, and summarization). Although recent studies have shown how well the technology performs in diverse semantic annotation tasks focused on legal texts, an influx of newer, more capable (GPT-4) or cost-effective (GPT-3.5-turbo) models requires another analysis. This paper addresses recent developments in the ability of LLMs to semantically annotate legal texts in zero-shot learning settings. Given the transition to mature generative AI systems, we examine the performance of GPT-4 and GPT-3.5-turbo(-16k), comparing it to the previous …

Tax Reporting As Regulation Of Digital Financial Markets, Young Ran (Christine) Kim

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FTX’s recent collapse highlights the overall instability that blockchain assets and digital financial markets face. While the use of blockchain technology and crypto assets is widely prevalent, the associated market is still largely unregulated, and the future of digital asset regulation is also unclear. The lack of clarity and regulation has led to public distrust and has called for more dedicated regulation of digital assets. Among those regulatory efforts, tax policy plays an important role. This Essay introduces comprehensive regulatory frameworks for blockchain-based assets that have been introduced globally and domestically, and it shows that tax reporting is the key …

How The Blockchain Undermined Digital Ownership, Aaron Perzanowski

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The shift from a market built around the sale of tangible goods to one premised on the licensing of digital content and services has done significant and lasting damage to the notion of individual ownership. The emergence of blockchain technology, while certainly not necessary to reverse these trends, promised an opportunity to attract investment and demonstrate consumer demand for marketplaces that recognize meaningful digital ownership. Simultaneously, it offered an avenue for alleviating worries about hypothetical widespread reproduction and unchecked distribution of copyrighted works. Instead, many of the most visible blockchain projects in recent years—the proliferation of new cryptocurrencies and the …

Too Much Of A Good Thing? A Governing Knowledge Commons Review Of Abundance In Context, Michael J. Madison, Brett M. Frischmann, Madelyn Sanfilippo, Katherine J. Strandburg

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The economics of abundance, along with the sociology of abundance, the law of abundance, and so forth, should be re-framed, linked, and situated in a common context for empirical rather than conceptual research. Abundance may seem to be a new, big thing, between anxiety over information overload, Big Data, and related technological disruptions. But scholars know that abundance is an ancient phenomenon, which only seemed to disappear as twentieth century social science focused on scarcity instead. Restoring the study of abundance, and figuring out how to solve the problems that abundance might create, means shedding disciplinary blinders and going back …

Government By Code? Blockchain Applications To Public Sector Governance, Pedro Bustamante, Meina Cai, Marcela Gomez, Colin Harris, Prashabnt Krishnamurthy, Wilson Law, Michael J. Madison, Ilia Murtazashvili, Jennifer Brick Murtazashvili, Tymofiy Mylovanov, Nataliia Shapoval, Annette Vee, Martin B. H. Weiss

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Studies of blockchain governance can be divided into analyses of the governance of blockchains (such as rules and power dynamics within a given network) and governance by blockchains (such as how blockchains can be implemented to improve self-governance of community-based peer production networks). Less emphasis has been placed on applications of distributed ledgers to public sector governance. Our review clarifies that the decentralization and distributive features that enable blockchains to link up loosely connected private organizations and public agencies to improve efficiency and transparency of government transactions. However, most blockchain applications lack clear advantages over the conventional digital recording of …

Modeling Through, Ryan Calo

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Theorists of justice have long imagined a decision-maker capable of acting wisely in every circumstance. Policymakers seldom live up to this ideal. They face well-understood limits, including an inability to anticipate the societal impacts of state intervention along a range of dimensions and values. Policymakers cannot see around corners or address societal problems at their roots. When it comes to regulation and policy-setting, policymakers are often forced, in the memorable words of political economist Charles Lindblom, to “muddle through” as best they can.

Powerful new affordances, from supercomputing to artificial intelligence, have arisen in the decades since Lindblom’s 1959 article …

Blockchain Networks As Knowledge Commons, Ilia Murtazashvili, Jennifer Brick Murtazashvili, Martin B. H. Weiss, Michael J. Madison

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Researchers interested in blockchains are increasingly attuned to questions of governance, including how blockchains relate to government, the ways blockchains are governed, and ways blockchains can improve prospects for successful self-governance. Our paper joins this research by exploring the implications of the Governing Knowledge Commons (GKC) framework to analyze governance of blockchains. Our novel contributions are making the case that blockchain networks represent knowledge commons governance, in the sense that they rely on collectively-managed technologies to pool and manage distributed information, illustrating the usefulness and novelty of the GCK methodology with an empirical case study of the evolution of Bitcoin, …

Revolt Against The U.S. Hegemony: Judicial Divergence In Cyberspace, Dongsheng Zang

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This Article contributes to our understanding of the current state of cyber law. The global perspective demonstrates an almost uniform response to the U.S. law in cyberspace from all of America's major trading partners. In the past, comparative studies tended to focus on a single jurisdiction-typically, the European Union-and compared it with the United States. This approach, informative as it was, significantly understated the gravity of the differences between that jurisdiction and the United States. Fundamentally, it was based on an American-centric outlook with primary interests in building convergence models. In cyberspace, however, this is simply not helpful. In recent …

The Promise And Limits Of Lawfulness: Inequality, Law, And The Techlash, Salomé Viljoen

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In response to widespread skepticism about the recent rise of “tech ethics”, many critics have called for legal reform instead. In contrast with the “ethics response”, critics consider the “lawfulness response” more capable of disciplining the excesses of the technology industry. In fact, both are simultaneously vulnerable to industry capture and capable of advancing a more democratic egalitarian agenda for the information economy. Both ethics and law offer a terrain of contestation, rather than a predetermined set of commitments by which to achieve more democratic and egalitarian technological production. In advancing this argument, the essay focuses on two misunderstandings common …

Fair Play: Notes On The Algorithmic Soccer Referee, Michael J. Madison

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The soccer referee stands in for a judge. Soccer’s Video Assistant Referee (“VAR”) system stands in for algorithms that augment human deciders. Fair play stands in for justice. They are combined and set in a polycentric system of governance, with implications for designing, administering, and assessing human-machine combinations.

Clearing Opacity Through Machine Learning, W. Nicholson Price Ii, Arti K. Rai

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Artificial intelligence and machine learning represent powerful tools in many fields, ranging from criminal justice to human biology to climate change. Part of the power of these tools arises from their ability to make predictions and glean useful information about complex real-world systems without the need to understand the workings of those systems.

Federal Rule 44.1: Foreign Law In U.S. Courts Today, Vivian Grosswald Curran

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This article presents an in-depth analysis of the latent methodological issues that are as much a cause of U.S. federal court avoidance of foreign law as are judicial difficulties in obtaining foreign legal materials and difficulties in understanding foreign legal orders and languages. It explores Rule 44.1’s inadvertent introduction of a civil-law method into a common-law framework, and the results that have ensued, including an incomplete transition of foreign law from being an issue of fact to becoming an issue of law. It addresses the ways in which courts obtain information about foreign law today, suggesting among others the methodological …

A Critical Evaluation Of The Effectiveness And Legitimacy Of Webblocking Injunctions, Mark Hyland

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Relative to the dual criteria of effectiveness and legitimacy, this article evaluates webblocking injunctions in the context of intellectual property law and with a particular focus on the vanguard role played by the English Courts. With regard to the first criterion, it is argued that there is reason to think that webblocking injunctions are viewed by IP owners as well as by legislators and courts as a relatively effective instrument in the protection of IP assets. Moreover, the extension of webblocking orders to trade marks together with their adoption in a number of legal systems, is further evidence that these …

An Agent-Based Model Of Financial Benchmark Manipulation, Gabriel Virgil Rauterberg, Megan Shearer, Michael Wellman

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Financial benchmarks estimate market values or reference rates used in a wide variety of contexts, but are often calculated from data generated by parties who have incentives to manipulate these benchmarks. Since the the London Interbank Offered Rate (LIBOR) scandal in 2011, market participants, scholars, and regulators have scrutinized financial benchmarks and the ability of traders to manipulate them. We study the impact on market quality and microstructure of manipulating transaction-based benchmarks in a simulated market environment. Our market consists of a single benchmark manipulator with external holdings dependent on the benchmark, and numerous background traders unaffected by the benchmark. …

Automatically Extracting Meaning From Legal Texts: Opportunities And Challenges, Kevin D. Ashley

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This paper examines impressive new applications of legal text analytics in automated contract review, litigation support, conceptual legal information retrieval, and legal question answering against the backdrop of some pressing technological constraints. First, artificial intelligence (Al) programs cannot read legal texts like lawyers can. Using statistical methods, Al can only extract some semantic information from legal texts. For example, it can use the extracted meanings to improve retrieval and ranking, but it cannot yet extract legal rules in logical form from statutory texts. Second, machine learning (ML) may yield answers, but it cannot explain its answers to legal questions or …

Using Ai To Analyze Patent Claim Indefiniteness, Dean Alderucci, Kevin D. Ashley

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In this Article, we describe how to use artificial intelligence (AI) techniques to partially automate a type of legal analysis, determining whether a patent claim satisfies the definiteness requirement. Although fully automating such a high-level cognitive task is well beyond state-of-the-art AI, we show that AI can nevertheless assist the decision maker in making this determination. Specifically, the use of custom AI technology can aid the decision maker by (1) mining patent text to rapidly bring relevant information to the decision maker attention, and (2) suggesting simple inferences that can be drawn from that information.

We begin by summarizing the …

Administrative Truth: Comments On Cortez’S Information Mischief, David Thaw

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This short essay responds to Professor Nathan Cortez’s argument describing an emerging “information policy” reflecting on the practices of President Donald J. Trump’s executive administration (the “Trump Administration”) regarding the development, release, and management of official information. Professor Cortez argues that viewed holistically, this information policy suggests a shift toward the use of information practices by administrative agencies for purposes other than “neutral principles” and rather focusing on a “more cynical [use] of government information.”

This argument may be well-founded, and the Trump Administration certainly has been criticized widely for the relationship between its public statements and widespread media interpretation …

Regulating Bot Speech, Madeline Lamo, Ryan Calo

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We live in a world of artificial speakers with real impact. So-called “bots” foment political strife, skew online discourse, and manipulate the marketplace. Concerns over bot speech have led prominent figures in the world of technology to call for regulations in response to the unique threats bots pose. Recently, legislators have begun to heed these calls, drafting laws that would require online bots to clearly indicate that they are not human.

This work is the first to consider how efforts to regulate bots might run afoul of the First Amendment. At first blush, requiring a bot to self-disclose raises little …

Fintech: Antidote To Rent-Seeking?, Jeremy Kidd

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Fintech is a reality of our modern society, and will likely become even more so in the future. Peer-to-peer lending, cybercurrencies, smart contracts, algorithmic lending, and more, have required adaptation by consumers and producers of financial services. Our modes of doing business will continue to be challenged and changed by these and other Fintech innovations, almost certainly expanding beyond merely “promot[ing] financial inclusion, expand[ing] access to capital for individuals and small businesses, and more broadly reshap[ing] how society interacts with financial services.” By reducing transaction costs, advancing technology opens the doors to innovations the likes of which we might not …

Is The License Still The Product?, Robert W. Gomulkiewicz

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The Supreme Court rejected the use of patent law to enforce conditional sales contracts in Impression Products v. Lexmark. The case appears to be just another step in the Supreme Court’s ongoing campaign to reset the Federal Circuit’s patent law jurisprudence. However, the decision casts a shadow on cases from all federal circuits that have enforced software licenses for more than 20 years and potentially imperils the business models on which software developers rely to create innovative products and to bring those products to market in a variety of useful ways.

For over two decades, we could say that …

Artificial Intelligence In Health Care: Applications And Legal Implications, W. Nicholson Price Ii

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Artificial intelligence (AI) is rapidly moving to change the healthcare system. Driven by the juxtaposition of big data and powerful machine learning techniques—terms I will explain momentarily—innovators have begun to develop tools to improve the process of clinical care, to advance medical research, and to improve efficiency. These tools rely on algorithms, programs created from healthcare data that can make predictions or recommendations. However, the algorithms themselves are often too complex for their reasoning to be understood or even stated explicitly. Such algorithms may be best described as “black-box.” This article briefly describes the concept of AI in medicine, including …

Ancient Worries And Modern Fears: Different Roots And Common Effects Of U.S. And Eu Privacy Regulation, David Thaw, Pierluigi Perri

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Much legal and technical scholarship discusses the differing views of the United States and European Union toward privacy concepts and regulation. A substantial amount of effort in recent years, in both research and policy, focuses on attempting to reconcile these viewpoints searching for a common framework with a common level of protection for citizens from both sides of Atlantic. Reconciliation, we argue, misunderstands the nature of the challenge facing effective cross-border data flows. No such reconciliation can occur without abdication of some sovereign authority of nations, that would require the adoption of an international agreement with typical tools of international …

Lessons Learned Too Well: Anonymity In A Time Of Surveillance, A. Michael Froomkin

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It is no longer reasonable to assume that electronic communications can be kept private from governments or private-sector actors. In theory, encryption can protect the content of such communications, and anonymity can protect the communicator's identity. But online anonymity-one of the two most important tools that protect online communicative freedom-is under practical and legal attack all over the world. Choke-point regulation, online identification requirements, and data-retention regulations combine to make anonymity very difficult as a practical matter and, in many countries, illegal. Moreover, key internet intermediaries further stifle anonymity by requiring users to disclose their real names.

This Article traces …

Cybersecurity Stovepiping, David Thaw

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Most readers of this Article probably have encountered – and been frustrated by – password complexity requirements. Such requirements have become a mainstream part of contemporary culture: "the more complex your password is, the more secure you are, right?" So the cybersecurity experts tell us… and policymakers have accepted this "expertise" and even adopted such requirements into law and regulation.

This Article asks two questions. First, do complex passwords actually achieve the goals many experts claim? Does using the password "Tr0ub4dor&3" or the passphrase "correcthorsebatterystaple" actually protect your account? Second, if not, then why did such requirements become so widespread? …

Robotics And The Lessons Of Cyberlaw, Ryan Calo

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Two decades of analysis have produced a rich set of insights as to how the law should apply to the Internet’s peculiar characteristics. But, in the meantime, technology has not stood still. The same public and private institutions that developed the Internet, from the armed forces to search engines, have initiated a significant shift toward developing robotics and artificial intelligence.

This Article is the first to examine what the introduction of a new, equally transformative technology means for cyberlaw and policy. Robotics has a different set of essential qualities than the Internet and accordingly will raise distinct legal issues. Robotics …

Data Breach (Regulatory) Effects, David Thaw

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No abstract provided.

Reasonable Expectations Of Privacy Settings: Social Media And The Stored Communications Act, David Thaw, Christopher Borchert, Fernando Pinguelo

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In 1986, Congress passed the Stored Communications Act (“SCA”) to provide additional protections for individuals’ private communications content held in electronic storage by third parties. Acting out of direct concern for the implications of the Third-Party Records Doctrine — a judicially created doctrine that generally eliminates Fourth Amendment protections for information entrusted to third parties — Congress sought to tailor the SCA to electronic communications sent via and stored by third parties. Yet, because Congress crafted the SCA with language specific to the technology of 1986, courts today have struggled to apply the SCA consistently with regard to similar private …

The Efficacy Of Cybersecurity Regulation, David Thaw

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Cybersecurity regulation presents an interesting quandary where, because private entities possess the best information about threats and defenses, legislatures do – and should – deliberately encode regulatory capture into the rulemaking process. This relatively uncommon approach to administrative law, which I describe as Management-Based Regulatory Delegation, involves the combination of two legislative approaches to engaging private entities' expertise. This Article explores the wisdom of those choices by comparing the efficacy of such private sector engaged regulation with that of a more traditional, directive mode of regulating cybersecurity adopted by the state legislatures. My analysis suggests that a blend of these …

Surveillance At The Source, David Thaw

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Contemporary discussion concerning surveillance focuses predominantly on government activity. These discussions are important for a variety of reasons, but generally ignore a critical aspect of the surveillance-harm calculus – the source from which government entities derive the information they use. The source of surveillance data is the information "gathering" activity itself, which is where harms like "chilling" of speech and behavior begin.

Unlike the days where satellite imaging, communications intercepts, and other forms of information gathering were limited to advanced law enforcement, military, and intelligence activities, private corporations now play a dominant role in the collection of information about individuals' …

Enlightened Regulatory Capture, David Thaw

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Regulatory capture generally evokes negative images of private interests exerting excessive influence on government action to advance their own agendas at the expense of the public interest. There are some cases, however, where this conventional wisdom is exactly backwards. This Article explores the first verifiable case, taken from healthcare cybersecurity, where regulatory capture enabled regulators to harness private expertise to advance exclusively public goals. Comparing this example to other attempts at harnessing industry expertise reveals a set of characteristics under which regulatory capture can be used in the public interest. These include: 1) legislatively-mandated adoption of recommendations by an advisory …