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The Unreasonable Effectiveness Of Large Language Models In Zero-Shot Semantic Annotation Of Legal Texts, Jaromir Savelka, Kevin D. Ashley Nov 2023

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

Articles

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 …


Global Issues In A Globalized World: The Unescapable Dialogue Between SharīʿA And The Constitution, Paolo Davide Farah Jan 2023

Global Issues In A Globalized World: The Unescapable Dialogue Between SharīʿA And The Constitution, Paolo Davide Farah

Book Chapters

In an increasingly globalized world, a world in flux, which is constantly subject to rapid circulation of information, change is a dimension that we all experience in our lives with ever increasing frequency. Change, be it that of customs and fashion or that of laws and systems of government, is something which now seems impossible to escape. Change is an integral part of our unstable contemporaneity.

This is not only a continuous change but also a rapid one. In such a social and political environment, at a global and local level, it is more and more difficult to find a …


Calls For Change: Seeing Cancel Culture From A Multi-Level Perspective, Tomar Pierson-Brown Jan 2022

Calls For Change: Seeing Cancel Culture From A Multi-Level Perspective, Tomar Pierson-Brown

Articles

Transition Design offers a framework and employs an array of tools to engage with complexity. “Cancel culture” is a complex phenomenon that presents an opportunity for administrators in higher education to draw from the Transition Design approach in framing and responding to this trend. Faculty accused of or caught using racist, sexist, or homophobic speech are increasingly met with calls to lose their positions, titles, or other professional opportunities. Such calls for cancellation arise from discreet social networks organized around an identified lack of accountability for social transgressions carried out in the professional school environment. Much of the existing discourse …


Critical Race Theory As Intellectual Property Methodology, Anjali Vats, Deidre A. Keller Jan 2021

Critical Race Theory As Intellectual Property Methodology, Anjali Vats, Deidre A. Keller

Book Chapters

This chapter traces the emergence of Critical Race Intellectual Property (CRTIP) as a distinct area of study and activism that builds on the work of Critical Legal Studies and Critical Intellectual Property scholars. Invested in the workings of power - but with particular intersectional attentiveness to race - Critical Intellectual Property works to imagine new, often more socially just, forms of knowledge produce. In this brief chapter, we lay out the origins of Critical Race Theory (CRT) and its central methods, articulate a vision of CRT, and contemplate how CRT's interdisciplinary and transnational methods might apply to intellectual property. In …


Fair Play: Notes On The Algorithmic Soccer Referee, Michael J. Madison Jan 2021

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

Articles

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.


Lawyers For White People?, Jessie Allen Jan 2021

Lawyers For White People?, Jessie Allen

Articles

This article investigates an anomalous legal ethics rule, and in the process exposes how current equal protection doctrine distorts civil rights regulation. When in 2016 the ABA Model Rules of Professional Conduct finally adopted its first ever rule forbidding discrimination in the practice of law, the rule carried a strange exemption: it does not apply to lawyers’ acceptance or rejection of clients. The exemption for client selection seems wrong. It contradicts the common understanding that in the U.S. today businesses may not refuse service on discriminatory grounds. It sends a message that lawyers enjoy a professional prerogative to discriminate against …


Law And Authors: A Legal Handbook For Writers (Introduction), Jacqueline D. Lipton Aug 2020

Law And Authors: A Legal Handbook For Writers (Introduction), Jacqueline D. Lipton

Book Chapters

Drawing on a wealth of experience in legal scholarship and publishing, Professor Jacqueline D. Lipton provides a useful legal guide for writers whatever their levels of expertise or categories of work (fiction, nonfiction, academic, journalism, freelance content development). This introductory chapter outlines the key legal and business issues authors are likely to face during the course of their careers, and emphasizes that most legal problems have solutions so law should never be an excuse to avoid writing something that an author feels strongly about creating. The larger work draws from case studies and hypothetical examples to address issues of copyright …


A Taxing Feminism, Anthony C. Infanti, Bridget J. Crawford Jan 2020

A Taxing Feminism, Anthony C. Infanti, Bridget J. Crawford

Book Chapters

Feminist perspectives are not new to tax law. The first academic piece bringing a feminist perspective to bear on tax law dates to the early 1970s, when Grace Blumberg published “Sexism in the Code: A Comparative Study of Income Taxation of Working Wives and Mothers.” Contemporaneously, none other than Ruth Bader Ginsburg (along with her tax lawyer husband Marty Ginsburg) brought a feminist perspective to bear on tax law when she argued Moritz v. Commissioner before the Tenth Circuit Court of Appeals, as depicted in the movie On the Basis of Sex. Since then, numerous other contributions have been …


Exploring Diversity With A "Culture Box" In First-Year Legal Writing, Ann N. Sinsheimer Jan 2019

Exploring Diversity With A "Culture Box" In First-Year Legal Writing, Ann N. Sinsheimer

Articles

Studying law is in many ways like studying another culture. Students often feel as though they are learning a new language with unfamiliar vocabulary and different styles of communication. Throughout their legal education, students are also exposed to a profession comprised of unique traditions and expectations. As a result, learning law takes time and energy. It can be both engaging and frustrating and may even challenge some of students’ values and belief systems. To ease her students’ transition to law school, the author starts her course each year with a “culture box” exercise, which encourages students to examine who they …


What's News?, Michael J. Madison Jan 2019

What's News?, Michael J. Madison

Articles

This review of Will Slauter’s Who Owns the News? (2019) highlights three ways in which its history of copyright in news tracks and illustrates key themes in the history of cultural policy. One is how copyright law and journalistic style co-evolved, confirming the attributes of modern journalism itself and deploying style as a device for defining the scope of news producers’ legitimate copyright claims. In the news, as elsewhere in copyright, exclusivity and genre largely co-created each other. Two is how the labor and skill of individual human producers of knowledge are often hidden amid prominent debates about relationships between …


Foreword To Latcrit 2017 Symposium: What's Next? Resistance Resilience And Community In The Trump Era, Sarudzayi M. Matambanadzo, Jorge R. Roig, Sheila I. Velez Martinez Jan 2019

Foreword To Latcrit 2017 Symposium: What's Next? Resistance Resilience And Community In The Trump Era, Sarudzayi M. Matambanadzo, Jorge R. Roig, Sheila I. Velez Martinez

Articles

In this Foreword, we strive to contextualize “LatCrit XXI: What’s Next?” against the backdrop of two crises: the current political crisis in the United States and the continuing crisis of scarcity that impacts the legal academy. Through an examination of these crises, we will reveal how LatCrit scholars, in their efforts to build community and in their commitment to critical outsider scholarship, are part of the constellations of resistance that struggle against el mundo malo. We will argue that LatCrit has become a necessary institution for those seeking to engage in persistent resistance and dissent in the critical and progressive …


Automatically Extracting Meaning From Legal Texts: Opportunities And Challenges, Kevin D. Ashley Jan 2019

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

Articles

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 Jan 2019

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

Articles

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 …


Afterword: Kindling The Programmatic Production Of Critical And Outsider Legal Scholarship, 1996-2016, Sarudzayi M. Matambanadzo, Francisco Valdes, Sheila I, Velez Martinez Jan 2016

Afterword: Kindling The Programmatic Production Of Critical And Outsider Legal Scholarship, 1996-2016, Sarudzayi M. Matambanadzo, Francisco Valdes, Sheila I, Velez Martinez

Articles

This afterword to a conference-based symposium represents not only an inter-generational reflection on LatCrit theory @ XX, but also an aspirational reminder of our foundational propositions and values as we look and venture ahead. Beginning with an introduction to the foundational theoretical principles of LatCrit knowledge production - as embodied principally by LatCrit values and the related functions, guidelines, and postulates - we discuss in detail and depth how these theoretical principles underpin the various projects in the LatCrit "portfolio" and provide a historical sketch of the development of these projects as programmatic knowledge production. In particular, we aim …


Reasonable Expectations Of Privacy Settings: Social Media And The Stored Communications Act, David Thaw, Christopher Borchert, Fernando Pinguelo Jan 2015

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

Articles

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 …


Foreword Snx 2014: Challenges To Justice Education: South-North Perspectives, Sheila I. Velez Martinez Jan 2015

Foreword Snx 2014: Challenges To Justice Education: South-North Perspectives, Sheila I. Velez Martinez

Articles

“Towards an Education for Justice: South North Perspectives” was the theme of the XI LatCrit South North Exchange on Theory, Culture and Law, convened at the Universidad de los Andes in Bogotá, Colombia in 2014. Scholars, students and activists from more than 10 countries encompassing the Global South and Global North engaged in a critical and animated exchange on the changing space of legal studies and how this change can be stirred towards acknowledging the need to integrate a concern for justice as part of legal education. The premise of the Conference was that the dominant model of legal education, …


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 Jan 2013

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

Articles

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 …


Computer-Supported Peer Review In A Law School Context, Kevin D. Ashley, Ilya Goldin Jan 2012

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

Articles

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 …


What Blogging Might Teach About Cybernorms, Jacqueline D. Lipton Jan 2010

What Blogging Might Teach About Cybernorms, Jacqueline D. Lipton

Articles

Since the dawn of the information age, scholars have debated the viability of regulating cyberspace. Early on, Professor Lawrence Lessig suggested that “code is law” online. Lessig and others also examined the respective regulatory functions of laws, code, market forces, and social norms. In recent years, with the rise of Web 2.0 interactive technologies, norms have taken center-stage as a regulatory modality online. The advantages of norms are that they can develop quickly by the communities that seek to enforce them, and they are not bound by geography. However, to date there has been scant literature dealing in any detail …


Wikipedia And The European Union Database Directive, Jacqueline D. Lipton Jan 2010

Wikipedia And The European Union Database Directive, Jacqueline D. Lipton

Articles

“Web 2.0" and "User Generated Content (UGC)" are the new buzzwords in cyberspace. In recent years, law and policy makers have struggled to keep pace with the needs of digital natives in terms of online content control in the new participatory web culture. Much of the discourse about intellectual property rights in this context revolves around copyright law: for example, who owns copyright in works generated by multiple people, and what happens when these joint authored works borrow from existing copyright works in terms of derivative works rights and the fair use defense. Many works compiled by groups are subject …


Secondary Liability And The Fragmentation Of Digital Copyright Law, Jacqueline D. Lipton Jan 2009

Secondary Liability And The Fragmentation Of Digital Copyright Law, Jacqueline D. Lipton

Articles

The digital age brought many challenges for copyright law. While offering enticing new formats for the production and dissemination of copyright content, it also raised the specter of large scale digital piracy. Since the end of the 20th century, content industries have reeled to keep up with technological developments that offer significant promise as well as threats of large scale piracy. There has always been some tension between promoting innovation in content creation and promoting innovation in technologies that enable the enjoyment of copyright works, such as photocopiers, audio tape recorders, video tape recorders, and peer-to-peer file sharing systems. The …


To (C) Or Not To (C)? Copyright And Innovation In The Digital Typeface Industry, Jacqueline D. Lipton Jan 2009

To (C) Or Not To (C)? Copyright And Innovation In The Digital Typeface Industry, Jacqueline D. Lipton

Articles

Intellectual property rights are often justified by utilitarian theory. However, recent scholarship suggests that creativity thrives in some industries in the absence of intellectual property protection. These industries might be called IP's negative spaces. One such industry that has received little scholarly attention is the typeface industry. This industry has recently digitized. Its adoption of digital processes has altered its market structure in ways that necessitate reconsideration of its IP negative status, with particular emphasis on copyright. This article considers the historical denial of copyright protection for typefaces in the United States, and examines arguments both for and against extending …


Who Owns 'Hillary.Com'? Political Speech And The First Amendment In Cyberspace, Jacqueline D. Lipton Jan 2008

Who Owns 'Hillary.Com'? Political Speech And The First Amendment In Cyberspace, Jacqueline D. Lipton

Articles

In the lead-up to the next presidential election, it will be important for candidates both to maintain an online presence and to exercise control over bad faith uses of domain names and web content related to their campaigns. What are the legal implications for the domain name system? Although, for example, Senator Hillary Clinton now owns "hillaryclinton.com", the more generic "hillary.com" is registered to a software firm, Hillary Software, Inc. What about "hillary2008.com"? It is registered to someone outside the Clinton campaign and is not currently in active use. This article examines the large gaps and inconsistencies in current domain …


Computer Models For Legal Prediction, Kevin D. Ashley, Stephanie Bruninghaus Jan 2006

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

Articles

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 …


The Role Of Foreign Languages In Educating Lawyers For Transnational Challenges, Vivian Grosswald Curran Jan 2005

The Role Of Foreign Languages In Educating Lawyers For Transnational Challenges, Vivian Grosswald Curran

Articles

In a world in which every other country seems intent on teaching English to their youth, and in which the United States educational system does not place a high priority on teaching foreign languages, the American law student, dean and professor may doubt if foreign language knowledge is anything more than marginally helpful to law graduates. Similarly, educators at the primary school level may not be likely to assess foreign language education as warranting a greater allocation of scarce public resources.

The usefulness of foreign languages to the United States lawyer gradually has been gaining increased recognition in the profession, …


Capturing The Dialectic Between Principles And Cases, Kevin D. Ashley Jan 2004

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

Articles

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 …


The Narratives Of Cyberspace Law (Or, Learning From Casablanca), Michael J. Madison Jan 2004

The Narratives Of Cyberspace Law (Or, Learning From Casablanca), Michael J. Madison

Articles

Cyberspace scholars have wrestled extensively with the question of the "right" metaphorical approach to the Internet, in order to guide legal and policy decisions. Literary theorists have wrestled with the perception that cyberspace undermines conventional ideas about narrative. This Essay suggests that each group could learn from the other. Cyberspace tells a better story than literary scholars believe, and the lawyers should pay more attention to the narrative attributes of cyberspace. To illustrate the argument, the Essay proposes a specific story framework for cyberspace: the film Casablanca.


Can A Theory Of Interpretation Make A Difference?, George H. Taylor Jan 2002

Can A Theory Of Interpretation Make A Difference?, George H. Taylor

Articles

Can a theory of interpretation make a difference? The question has been posed most prominently by Judge Richard Posner, who, in recent work, has criticized the ability to make a difference of both theory writ large and of a theory of interpretation in particular. In other work I contend, contrary to Posner, that a theory of interpretation can make a difference at the level of methodology. Using the example of constitutional and statutory interpretation in law, I develop a theory that argues for the propriety and value of certain methods of interpretation over others. In the present essay, my concern …


Troxel And The Rhetoric Of Associational Respect, David J. Herring Jan 2001

Troxel And The Rhetoric Of Associational Respect, David J. Herring

Articles

A recent decision by the United States Supreme Court has brought into sharp focus important questions about the nature and extent of parents' prerogatives to dictate how their children are raised. In the case of Troxel v. Granville, the Court addressed a Washington third-party visitation statute that permitted "any person" to petition for visitation with a child. Under the statute, a petitioner had to allege that visitation would serve the child's best interest. A judge hearing such a petition could order visitation whenever he or she found that such visitation may serve the child's best interest.

The United States …


Designing Electronic Casebooks That Talk Back: The Cato Program, Kevin D. Ashley Jan 2000

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

Articles

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. …