Education 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 …

An Analysis Of The Impact And Efficacy Of An Online Mindfulness-Based Intervention As A Support For First-Year University Students, Wyndham Chalmers, Aiden Carthy, Maria Kenneally, Niamh Bruce, Colm Mcguinness, Philip Owende

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As a result of the COVID-19 pandemic, many university courses transitioned to online delivery, therefore, educators and students faced new challenges associated with the delivery of modules and the provision of necessary student supports. Given the scale of this transition, it is likely that many universities will continue to teach remotely far beyond the reach of any pandemic specific restrictions. This study sought to explore the impact and efficacy of a five-week online mindfulness course to a cohort of first year university students (n = 25) at Technological University Dublin (TU Dublin), Ireland. Results demonstrated that participation in the course …

Definition And Characteristic Features Of A ‘Cultural Flashpoint’: A Case Study Of Exploring Masculinities, A Controversial Gender And Education Programme In Ireland, Joan Hanafin, Paul Conway, Cormac O Beaglaoich, Jack Hanafin

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The concept ‘cultural flashpoint’ (CF) has not been fully defined or described. The authors test this concept through the prism of a controversial gender-focused Irish school programme, Exploring Masculinities (EM). Adopting an instrumental case study methodology, they use media content analysis to develop a temporal trajectory of the CF, describe its shape, explicit and implied contentious themes, and its process. They identify characteristic features of a cultural flashpoint: (i) a focal issue, event and/or object; (ii) conflict; (iii) bounded time period; (iv) the involvement of exo- and multi-sectoral individuals and groups; (v) randomness, opaqueness and conflation among its expressions; and …

Towards An Inclusive And Representative Academic Landscape, Linn Leppert, Katalin Solymosi, Yvonne Galligan

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This article is a summary of a panel discussion entitled ‘Towards an inclusive and representative academic landscape’, held at the Building Bridges Meeting of Academia Europaea and the Young Academy of Europe on 26 October 2022. The panellists were Professor Yvonne Galligan, director of Equality, Diversity and Inclusion and Professor of Comparative Politics at the Technological University Dublin, Dr Katalin Solymosi, plant biologist, assistant professor at Eötvös Loránd University and vice-chair of the Young Academy of Europe, and Professor Stephen Curry, Assistant Provost for Equality, Diversity and Inclusion and Professor of Structural Biology at Imperial College London. Dr Linn Leppert, …

Racialization Of Muslim Students In Australia, Ireland, And The United States: Cross-Cultural Perspectives, Melanie C. Brooks, Miriam D. Ezzani Miriam D. Ezzani, Youcef Sai, Fida Sanjakdar

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The purpose of this qualitative cross-cultural case study was to better understand how Muslim students living in Australia, Ireland, and the United States navigated racism to identify ways in which school leaders and teachers can better address the structural, historical, and socioeconomic roots of racial injustice, discrimination, and ongoing oppression. Data collection was guided by a shared interview protocol that asked questions regarding family background, personal interests, identity, and friendships with a focus on their experiences of anti-Muslim racism in secondary schools. Findings suggested that Muslim students navigated racialization by (de)constructing their Muslimness, seeking voice, navigating between inclusion and exclusion, …

Something More Beautiful: Educational And Epistemic Integrations Beyond Inequities In Muslim-Minority Contexts, Claire Alkouatli, Nadeem Memom, Dylan Chown, Youcef Sai

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Islamic schools in Western secular societies are evolving in response to collective concerns over marginalization of Muslim children and communities and to increasing demands for high-quality education in the faith tradition. These schools are at the center of public debate over how they fit within secular societies. This paper aims to take a pedagogic look at the literature in the field of Islamic Education Studies.

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 …

Experiencing Dyslexia Through The Prism Of Difference, Keith Murphy

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According to research by AHEAD (2021), students with specific learning difficulties (SLD) are accessing third level education in greater numbers than ever before. Within the body of research conducted few studies have focused on the overall experiences of students with dyslexia studying in third level education. The current study addresses this gap in knowledge as it provides an insight into how students with dyslexia, as an SLD, navigate third level education. Ethnography was used as the principal method of research in this project, and 17 participants, ranging in age from 20 years old to mid-40 years old, took part. The …

Discovering Child Sexual Abuse Material Creators’ Behaviors And Preferences On The Dark Web, Vuong Ngo, Rahul Gajula, Christina Thorpe, Susan Mckeever

Articles

Background: Producing, distributing or discussing child sexual abuse materials (CSAM) is often committed through the dark web in order to remain hidden from search engines and regular users. Additionally, on the dark web, the CSAM creators employ various techniques to avoid detection and conceal their activities. The large volume of CSAM on the dark web presents a global social problem and poses a significant challenge for helplines, hotlines and law enforcement agencies.

Objective: Identifying CSAM discussions on the dark web and uncovering associated metadata insights into characteristics, behaviours and motivation of CSAM creators.

Participants and Setting: We have conducted an …

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 …

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

Articles

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 …