Social and Behavioral Sciences 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 …

Walking The Walk: Ex-Prisoners, Lived Experience, And The Delivery Of Restorative Justice, Allely Albert

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Although the role of prisoners and ex-prisoners has recently received significant attention in restorative justice research, the literature typically treats them as the ‘offending’ party within restorative justice processes. This article instead focuses on ex-prisoners as facilitators of restorative justice, highlighting their ability to lead such programmes. Using a case study from Northern Ireland, the article examines the way that experiences of incarceration have directly influenced practitioners’ skills and their ability to uphold restorative justice principles. It is contended that qualities developed and honed in the prison environment ultimately translate to unique characteristics that can improve the restorative process. As …

Sovereignty Before Law, Salmoli Choudhuri, Moiz Tundawala

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Book review: Violent Fraternity: Indian Political Thought in the Global Age, by Shruti Kapila, Princeton, Princeton University Press, 2021, 328 pp., $37.00/£30.00, ISBN 9780691195223

“Social Workers By Day And Terrorists By Night?” Wounded Healers, Restorative Justice, And Ex-Prisoner Reentry, Allely Albert

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Common to many post-conflict societies, former political prisoners and combatants in Northern Ireland are often portrayed as security threats rather than as potential contributors to societal peacebuilding processes. This distrust limits their ability to contribute to the transitional landscape and additionally hinders desistance processes during their reentry from prison. Drawing from the work of Maruna, LeBel, and others on “wounded healers,” this article critically examines the restorative justice work of ex-prisoners who have become involved in leadership roles within community based restorative justice. It is argued that such practitioner work can help former combatants overcome many of the challenges typically …

Covid-19 Pandemic’S Impact On Online Sex Advertising And Sex Trafficking, Coxen O. Julia, Vanessa Castro, Bridgette Carr, Glen Redin

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Disruptive social events such as the COVID-19 pandemic can have a significant impact on sex trafficking and the working conditions of victims, yet these effects have been little understood. This paper examines the effect of the COVID-19 pandemic on sex trafficking in the United States, based on analysis of over one million sexual service advertisements from the online platform Rubratings.com, using indicators of third-party management as potential proxies for trafficking. Our results show that there have been measurable changes in online commercial sexual service advertising, both with and without third-party management indicators, in the United States, with a significant decrease …

A Symposium To Mark The Publication, By New York University Press, Of Ian O’Donnell’S Prison Life: Pain, Resistance, And Purpose, Rosemary Gido, Derek S. Jeffreys, Cormac Behan, Kimmett Edgar, Bethany E. Schmidt, Gorazd Mesko, Mary K. Stohr, Ashley T. Rubin

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Recognizing the major scholarly contributions to criminology by the noted Irish criminologist, Ian O’Donnell, The Prison Journal invited seven contemporary corrections and punishment scholars to offer insights into O’Donnell’s new book, Prison Life: Pain, Resistance, and Purpose. Offering contextually rich descriptions of prisoner life, the text features four case study prisons—H Blocks, Northern Ireland; Eastham Unit, Texas; Isir Bet, Ethiopia; and ADX Florence, Colorado, in pivotal time periods and through an individual's custodial career in each institution. The symposium discussants focus on O’Donnell's conceptual framework—the degree of prison integration, system and staff regulation, and legitimacy—and how these reflect the key …

What’S Law Got To Do With It? How The Degree Of Legalization Affects The Durability Of Post-Conflict Autonomy Agreements, Felix Schulte, Gene Carolan

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Research has identified several factors that impact the sustainability of post-conflict territorial autonomy arrangements (TAA), including previous levels of violence, economic development in a given territory, or the strategic importance thereof. We argue that a hitherto neglected variable lies in the legal form of the autonomy agreement – that is, the degree to which it has been ‘legalized’ by the language and processes prescribed in the agreement. Based on a qualitative evaluation, we assess the legalization degree of 236 TAA signed between 1990 and 2019. Survival analyses and Cox regression models show that a higher degree of legalization has a …

Provisional Measures In Aid Of Arbitration, Ronald A. Brand

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The success of the New York Convention has made arbitration a preferred means of dispute resolution for international commercial transactions. Success in arbitration often depends on the extent to which a party may secure assets, evidence, or the status quo between parties prior to the completion of the arbitration process. This makes the availability of provisional measures granted by either arbitral tribunals or by courts fundamental to the arbitration. In this Article, I consider the existing legal framework for provisional measures in aid of arbitration, with particular attention to the sources of the rules providing for such measures. Those sources …

A Mathematical Model Of Juvenile Delinquency In The New York State, Oluwasegun Micheal Ibrahim

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This report presents a mathematical model of juvenile delinquency in the New York State. In particular, we develop a juvenile delinquency system of non-linear differential equations using the mathematical epidemiology framework. In constructing this model, we assume that juvenile delinquency can be studied as a socially infectious disease. The stability of the juvenile delinquency-free equilibrium of the model is examined using the standard non-linear dynamical systems theory technique. We carried out a data fitting based on real-life data from the New York State Criminal Justice Services. The research result reveals that the formulated model conforms with the available data and …

Urgenda Vs. Juliana: Lessons For Future Climate Change Litigation Cases, Paolo Davide Farah, Imad Antoine Ibrahim

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No abstract provided.

Surveillance Normalization, Christian Sundquist

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Since the start of the COVID-19 pandemic, the government has expanded public surveillance measures in an attempt to combat the spread of the virus. As the pandemic wears on, racialized communities and other marginalized groups are disproportionately affected by this increased level of surveillance. This article argues that increases in public surveillance as a result of the COVID-19 pandemic give rise to the normalization of surveillance in day-to-day life, with serious consequences for racialized communities and other marginalized groups. This article explores the legal and regulatory effects of surveillance normalization, as well as how to protect civil rights and liberties …

Assessing Visions Of Democracy In Regulatory Policymaking, Shoba Sivaprasad Wadhia, Christopher J. Walker

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Motivated in part by Congress’s failure to legislate, presidents in recent years seem to have turned even more to the regulatory process to make major policy. It is perhaps no coincidence that the feld of administrative law has similarly seen a resurgence of scholarship extolling the virtues of democratic accountability in the modern administrative state. Some scholars have even argued that bureaucracy is as much as if not more democratically legitimate than Congress, either in the aggregative or deliberative sense, or both.

Judging Better Together: Understanding The Psychology Of Group Decision-Making On Panel Courts And Tribunals, Brian M. Barry Dr

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While the psychological phenomena that affect group decisionmaking have been thoroughly investigated for decades, how these phenomena apply to decision-making by judges on panel courts is under-examined. This article examines the main psychological phenomena of group decision-making, both positive and negative, and considers their implications for panel courts and other groups of professional legal decision-makers such as adjudicators serving on tribunals. This article argues that experimental studies on judges and adjudicators testing the effects of these phenomena would improve understanding of legal decision-making by these groups and could help to devise ways to improve their decision-making processes to reach higher …

Title Ix's Trans Panic, Deborah L. Brake

Articles

Sport is an agent of social change, but that change does not always track in a progressive direction. Sport can be a site for contesting and reversing the gains of progressive social movements as much as furthering the values of equality and justice for historically marginalized groups. This dynamic of contestation and reversal is now playing out in a new wave of anti-transgender backlash that has gained adherents among some proponents of equal athletic opportunities for girls and women. In this latest twist in the debate over who deserves the opportunity to compete, the sex-separate athletic programming permitted by Title …

Understanding An American Paradox: An Overview Of The Racial Muslim: When Racism Quashes Religious Freedom, Spearit

Articles

In The Racial Muslim: When Racism Quashes Religious Freedom, Sahar Aziz unveils a mechanism that perpetuates the persecution of religion. While the book’s title suggests a problem that engulfs Muslims, it is not a new problem, but instead a recurring theme in American history. Aziz constructs a model that demonstrates how racialization of a religious group imposes racial characteristics on that group, imbuing it with racial stereotypes that effectively treat the group as a racial rather than religious group deserving of religious liberty.

In identifying a racialization process that effectively veils religious discrimination, Aziz’s book points to several important …

Climate Justice In The Anthropocene And Its Relationship With Science And Technology: The Importance Of Ethics Of Responsibility, Paolo Davide Farah, Alessio Lo Giudice

Articles

Climate change is a global phenomenon. Therefore, globalization is the necessary hermeneutical horizon to develop an analysis of the metamorphosis climate change could cause at a political, social, and economic level. Within this horizon, this Article shows how the relationship between the concept of the Anthropocene epoch and the request for justice allows for framing a climate-justice and intergenerational equity–focused political interpretation of the effects of climate change. In order to avoid reducing such an interpretation to merely an ideological critique of capitalism, the conception of climate justice needs to be grounded in a rational, ethical model. This Article proposes …

Affirmatively Furthering Health Equity, Mary Crossley

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Pervasive health disparities in the United States undermine both public health and social cohesion. Because of the enormity of the health care sector, government action, standing alone, is limited in its power to remedy health disparities. This Article proposes a novel approach to distributing responsibility for promoting health equity broadly among public and private actors in the health care sector. Specifically, it recommends that the Department of Health and Human Services issue guidance articulating an obligation on the part of all recipients of federal health care funding to act affirmatively to advance health equity. The Fair Housing Act’s requirement that …

The International Legal Order And The Rule Of Law, Vivian Grosswald Curran

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This article addresses whether international law today is capable of instituting the rule of law. It offers a renewed look at the internationalists who brought us modern international law, such as Lauterpacht, Cassin and Lemkin. They tenaciously worked at placing the individual’s right to life and to human dignity front and center in international law while also preserving peace among states. Their struggle began in earnest first in the interwar years after the “war to end all wars” (1918 – 1939), and then again in 1945 after yet another, still worse, world war had occurred, devastating Europe, but leaving the …

A More Capacious Concept Of Church, Philip Hackney, Samuel D. Brunson

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United States tax law provides churches with extra benefits and robust protection from IRS enforcement actions. Churches and religious organizations are automatically exempt from the income tax without needing to apply to be so recognized and without needing to file a tax return. Beyond that, churches are protected from audit by stringent procedures. There are good reasons to consider providing a distance between church and state, including the state tax authority. In many instances, Congress granted churches preferential tax treatment to try to avoid excess entanglement between church and state, though that preferential treatment often just shifts the locus of …

Public Ownership And The Wto In A Post Covid-19 Era: From Trade Disputes To A 'Social' Function, Paolo Davide Farah, Davide Zoppolato

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Public ownership is closely bound to the need of the government to protect and guarantee the well-being of its citizens. Where the market cannot, or does not want to, provide goods and services, the State uses different tools to intervene, influence, and control some aspects of the private sphere of expression of its citizens in the name and interest of the collectivity. Although, in the past century, this behavior was accepted as one of the expressions of the public authority and part of the social contract, this perception has shifted partially in accordance with the wave of privatization programs initiated …

Post-Conflict Reconciliation In Ukraine, Elena Baylis

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Reconciliation mechanisms should be a core component of transitional justice in Ukraine. The nature of this conflict as a war justified by claims about history, identity, and legitimacy suggests that there will be a need for post-war reconciliation initiatives. Such reconciliation measures would be intended to enable Ukraine’s Russian, Ukrainian, and other communities to live together constructively within the same state. The goals of social reconciliation also converge with Ukraine’s long-term, political aims vis-à-vis both Russia and the European Union. This paper addresses three types of reconciliation measures that are important for post-conflict Ukraine. Instrumental mechanisms to engage post-conflict social …

Introduction To A Festschrift Honoring Professor Rhonda Wasserman, Deborah L. Brake

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Rhonda Wasserman joined the faculty of the University of Pittsburgh School of Law in 1986, after graduating from Yale Law School and practicing law in New York City for three years. She has been a powerhouse on the Pitt Law faculty for three and a half decades. In that time, she served in many roles, including Associate Dean for Academic Affairs and, outside the law school, Reporter to the Local Rules Committee of the United States District Court for the Western District of Pennsylvania. She has been recognized with numerous titles and honors, such as John E. Murray Faculty Scholar, …

The Futures Of Law, Lawyers, And Law Schools: A Dialogue, Sameer M. Ashar, Benjamin H. Barton, Michael J. Madison, Rachel F. Moran

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On April 19 and 20, 2023, Professors Bernard Hibbitts and Richard Weisberg convened a conference at the University of Pittsburgh School of Law titled “Disarmed, Distracted, Disconnected, and Distressed: Modern Legal Education and the Unmaking of American Lawyers.” Four speakers concluded the event with a spirited conversation about themes expressed during the proceedings. Distilling a lively two days, they asked: what are the most critical challenges now facing US legal education and, by extension, lawyers and the communities they serve? Their agreements and disagreements were striking, so much so that Professors Hibbitts and Weisberg invited those four to extend their …

Creating A Better, Fairer Criminal Justice System, David A. Harris, Created And Presented Jointly By Students From State Correctional Institution - Greene, Waynesburg, Pa, And University Of Pittsburgh School Of Law, Chief Editor: David A. Harris

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In the Fall 2022 semester, 14 law (Outside) students from the University of Pittsburgh School of Law and 14 incarcerated (Inside) students at the State Correctional Institution at Greene, in Waynesburg, Pennsylvania, took a full-semester class together called "Issues in Criminal Justice and the Law." The class, taught and facilitated by Professor David Harris, utilized the Inside-Out Prison Exchange Program pedagogy, emphasizing dialogic learning and peer teaching. The semester culminated with a group project, with the topic selected by the students: "creating a better, fairer criminal justice system." Members of the class organized themselves into small groups, each working for …

Meeting Clean Energy Goals Will Require The Grid Of The Future, Ken Berlin, Rob Gramlich, Alexandra B. Klass, Josiah Neeley

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The transmission grid is the critical superhighway that connects energy supply and demand. But our grid was designed for the power plants of the past—not for the diverse range of resources and technologies of our clean energy future. Over 70 percent of the nation’s transmission infrastructure is more than 25 years old, and in many areas of the country constraints have already been an impediment to renewable power. To meet greenhouse gas reduction goals, we will need to expand electric transmission systems by 60 percent by 2030 and possibly triple the capacity of these systems by 2050. The Infl ation …