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 …

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 …

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, …

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.

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 …

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 …

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 …

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? …

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 …

Teaching Law And Digital Age Legal Practice With An Ai And Law Seminar: Justice, Lawyering And Legal Education In The Digital Age, Kevin D. Ashley

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A seminar on Artificial Intelligence ("Al") and Law can teach law students lessons about legal reasoning and legal practice in the digital age. Al and Law is a subfield of Al/computer science research that focuses on designing computer programs—computational models—that perform legal reasoning. These computational models are used in building tools to assist in legal practice and pedagogy and in studying legal reasoning in order to contribute to cognitive science and jurisprudence. Today, subject to a number of qualifications, computer programs can reason with legal rules, apply legal precedents, and even argue like a legal advocate.

This article provides a …

Criminalizing Hacking, Not Dating: Reconstructing The Cfaa Intent Requirement, David Thaw

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Cybercrime is a growing problem in the United States and worldwide. Many questions remain unanswered as to the proper role and scope of criminal law in addressing socially-undesirable actions affecting and conducted through the use of computers and modern information technologies. This Article tackles perhaps the most exigent question in U.S. cybercrime law, the scope of activities that should be subject to criminal sanction under the Computer Fraud and Abuse Act (CFAA), the federal "anti-hacking" statute.

At the core of current CFAA debate is the question of whether private contracts, such as website "Terms of Use" or organizational "Acceptable Use …

Computer-Supported Peer Review In A Law School Context, Kevin D. Ashley, Ilya Goldin

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Legal instructors have been urged to incorporate peer reviewing into law school courses as a way to provide students much needed feedback. Peer review can benefit legal education, but only if law school instructors adopt peer review on a large scale, and for that, computer-supported peer review systems are crucial. These web-based systems orchestrate the mechanics of students submitting written assignments on-line and distributing them to other students for anonymous review, making it considerably easier for instructors to manage.

Beyond the problem of orchestrating mechanics, however, a deeper obstacle to widespread acceptance of peer review in legal education is the …

When Machines Are Watching: How Warrantless Use Of Gps Surveillance Technology Violates The Fourth Amendment Right Against Unreasonable Searches, David Thaw, Priscilla Smith, Nabiha Syed, Albert Wong

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Federal and state law enforcement officials throughout the nation are currently using Global Positioning System (GPS) technology for automated, prolonged surveillance without obtaining warrants. As a result, cases are proliferating in which criminal defendants are challenging law enforcement’s warrantless uses of GPS surveillance technology, and courts are looking for direction from the Supreme Court. Most recently, a split has emerged between the Ninth and D.C. Circuit Courts of Appeal on the issue. In United States v. Pineda-Moreno, the Ninth Circuit relied on United States v. Knotts — which approved the limited use of beeper technology without a warrant — to …

Computer Models For Legal Prediction, Kevin D. Ashley, Stephanie Bruninghaus

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Computerized algorithms for predicting the outcomes of legal problems can extract and present information from particular databases of cases to guide the legal analysis of new problems. They can have practical value despite the limitations that make reliance on predictions risky for other real-world purposes such as estimating settlement values. An algorithm's ability to generate reasonable legal arguments also is important. In this article, computerized prediction algorithms are compared not only in terms of accuracy, but also in terms of their ability to explain predictions and to integrate predictions and arguments. Our approach, the Issue-Based Prediction algorithm, is a program …

Ip's Problem Child: Shifting The Paradigms For Software Protection, Jacqueline D. Lipton

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Computer software is somewhat of a problem child for intellectual property law. Courts and legislatures have struggled to encourage innovations in software development while, at the same time, attempting to avoid undesirable digital information monopolies. Neither the patent nor the copyright system has provided a particularly satisfactory paradigm for software protection. Although patents have received greater attention than copyrights in the software context (consider, for example, the recent BlackBerry case), copyright law arguably creates more insidious undercurrents in today's marketplace. This is partly because we have not yet appreciated the potential impact of recent developments in programming methodology and digital …

Beyond Cybersquatting: Taking Domain Name Disputes Past Trademark Policy, Jacqueline D. Lipton

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All good 'cyberlawyers' know that in the late 1990s, legal and regulatory measures were adopted, both at the domestic and international level to address the then-growing problem of 'cybersquatting': that is, the registration of often multiple domain names corresponding to valuable corporate trademarks with the intention of extorting high prices from the trademark owners for transferring the names to them. Since 1999, the Uniform Domain Name Dispute Resolution Policy ('UDRP') in particular, complemented by the Anti-Cybersquatting Consumer Protection Act ('ACPA'), has been very successful in combating this practice. Unfortunately, since the late 1990s, there has been little movement towards developing …

Capturing The Dialectic Between Principles And Cases, Kevin D. Ashley

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Theorists in ethics and law posit a dialectical relationship between principles and cases; abstract principles both inform and are informed by the decisions of specific cases. Until recently, however, it has not been possible to investigate or confirm this relationship empirically. This work involves a systematic study of a set of ethics cases written by a professional association's board of ethical review. Like judges, the board explains its decisions in opinions. It applies normative standards, namely principles from a code of ethics, and cites past cases. We hypothesized that the board's explanations of its decisions elaborated upon the meaning and …

Designing Electronic Casebooks That Talk Back: The Cato Program, Kevin D. Ashley

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Electronic casebooks offer important benefits of flexibility in control of presentation, connectivity, and interactivity. These additional degrees of freedom, however, also threaten to overwhelm students. If casebook authors and instructors are to achieve their pedagogical goals, they will need new methods for guiding students. This paper presents three such methods developed in an intelligent tutoring environment for engaging students in legal role-playing, making abstract concepts explicit and manipulable, and supporting pedagogical dialogues. This environment is built around a program known as CATO, which employs artificial intelligence techniques to teach first-year law students how to make basic legal arguments with cases. …