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Full-Text Articles in Social and Behavioral Sciences

The Lived Experiences Of Trauma In Autistic Adults: A Thematic Analysis, Briana Trageser Jan 2025

The Lived Experiences Of Trauma In Autistic Adults: A Thematic Analysis, Briana Trageser

Antioch University Dissertations & Theses

A qualitative research study focused on Autistic adults explored the lived experiences of trauma. Participants included Autistic adults who have either been professionally diagnosed with Autism Spectrum Disorder or who self-identify as Autistic. Data was collected through a survey with 12 open-ended questions. A thematic analysis revealed six themes: (a) adverse childhood experiences, (b) exposure to violence and loss, (c) difficulty relating to others, (d) complex mind and sensory experiences, (e) medical and mental health challenges, and (f) autistic identity. The themes revealed instances of Autistic people experiencing trauma in ways that differ and vary in clinical presentation from their …


Embracing The Both/And: Learning From The Lived Experiences Of White Facilitators Of Racial Equity Workshops, Alicia M. Wargo Jan 2025

Embracing The Both/And: Learning From The Lived Experiences Of White Facilitators Of Racial Equity Workshops, Alicia M. Wargo

Antioch University Dissertations & Theses

This study focuses on the lived experiences of seasoned White facilitators of racial equity workshops to understand how they navigate the complexity of occupying a White racial identity while working to challenge the belief systems of white supremacy ingrained in themselves and others. Through applying Critical Race Theory as a framework to grounded theory methodology, this study examined whiteness as a sensitizing concept in micro, meso, and macro levels of analysis, situating this dissertation in the theoretical exploration of the multifaceted and pervasive nature of whiteness. Much of the research on racial equity work examines White participants in nascent stages …


Journey To Well-Being: An Exploration Of Thrivership Post-Domestic Violence, Kader Gumus Jan 2025

Journey To Well-Being: An Exploration Of Thrivership Post-Domestic Violence, Kader Gumus

Antioch University Dissertations & Theses

Domestic violence profoundly affects multiple facets of a survivor’s life. While most existing literature on survivorship addresses the immediate aftermath of domestic violence, this study delves into the extended process following the trauma of abuse to attain “thrivership,” a new concept in the scholarly and practice literature that emphasizes enduring well-being and flourishing. This dissertation examines the journeys from surviving to thriving for 13 women who transformed themselves and their lives to achieve well-being after traumatic domestic violence. Bronfenbrenner’s ecological systems theory was applied to examine the multiple layers of environmental influences on an individual’s development, including the micro, meso, …


The Savings Mirage, Sara Sternberg Greene Jan 2025

The Savings Mirage, Sara Sternberg Greene

Faculty Scholarship

In the past, we did not worry much about elderly poverty because retirement was short for most Americans – a brief jaunt of post-work life was soon met with death. But with the 100-year life becoming a reality for more Americans, an elderly poverty crisis looms. The American dream of abundant retirement savings remains elusive for many, particularly low-wage workers. While government initiatives emphasize individual responsibility and financial education as a way toward retirement success, the reality is that governmental policies are barriers, including asset limitations that prevent those who receive public benefits from saving. This chapter urges reform in …


Multi-Risk Governance Of Solar Radiation Modification, Jonathan B. Wiener, Tyler Felgenhauer, Mark E. Borsuk Jan 2025

Multi-Risk Governance Of Solar Radiation Modification, Jonathan B. Wiener, Tyler Felgenhauer, Mark E. Borsuk

Faculty Scholarship

Solar radiation modification (SRM) presents important challenges to risk regulation and governance, arising from the array of multiple risks that SRM may influence. SRM would not simply reverse climate change, but could pose further ancillary impacts, depending on the method of SRM, such as stratospheric aerosol injection (SAI), marine cloud brightening (MCB), or a space-based planetary sunshade system (PSS). We identify multiple risks that SRM may influence, both biophysical and sociopolitical, to be compared to the multiple risks that may be affected by greenhouse gas (GHG) mitigation and climate adaptation. This multi-risk framework helps analysts and decision makers identify, evaluate, …


New Insights On Expert Opinion About Eyewitness Memory Research, Travis M. Seale-Carlisle, Adele Quigley-Mcbride, Jennifer E. F. Teitcher, William E. Crozier, Chad S. Dodson, Brandon L. Garrett Jan 2025

New Insights On Expert Opinion About Eyewitness Memory Research, Travis M. Seale-Carlisle, Adele Quigley-Mcbride, Jennifer E. F. Teitcher, William E. Crozier, Chad S. Dodson, Brandon L. Garrett

Faculty Scholarship

Experimental psychologists investigating eyewitness memory have periodically gathered their thoughts on a variety of eyewitness memory phenomena. Courts and other stakeholders of eyewitness research rely on the expert opinions reflected in these surveys to make informed decisions. However, the last survey of this sort was published more than 20 years ago, and the science of eyewitness memory has developed since that time. Stakeholders need a current database of expert opinions to make informed decisions. In this article, we provide that update. We surveyed 76 scientists for their opinions on eyewitness memory phenomena. We compared these current expert opinions to expert …


Gvsu Undergraduate And Graduate Catalog 2025-2026, Grand Valley State University Jan 2025

Gvsu Undergraduate And Graduate Catalog 2025-2026, Grand Valley State University

Course Catalogs, 1963 - Current

Grand Valley State University 2025-2026 undergraduate and graduate course catalog. Course catalogs are published annually to provide students with information and guidance for enrollment.


Assisted Living, Residential Care, And Memory Care Staffing Level Dynamics: Oregon, 2017–2023, Sarah Dys, Ozcan Tunalilar Jan 2025

Assisted Living, Residential Care, And Memory Care Staffing Level Dynamics: Oregon, 2017–2023, Sarah Dys, Ozcan Tunalilar

Institute on Aging Publications

Objectives

To examine changes in staffing levels over time in Oregon assisted living and residential care (AL/RC) communities between 2017 and 2023.

Design

Longitudinal study of licensed AL/RC communities.

Setting and Participants

A total of 1720 setting-year observations from 535 individual AL/RC communities in Oregon between 2017 and 2023.

Methods

Primary data were collected through the Oregon Community-Based Care (CBC) study. Staffing levels were estimated as care staff hours per resident per day and reported overall and by staff type, including registered nurses, licensed practical nurses, certified nursing assistants, certified medication aides, unlicensed care staff, life enrichment staff, and social …


“I Have Nowhere To Go” : An Examination Of Post-Eviction Housing Outcomes Of Evicted Tenants, Alex Farrington, Natalie J. Cholula, Lisa K. Bates Jan 2025

“I Have Nowhere To Go” : An Examination Of Post-Eviction Housing Outcomes Of Evicted Tenants, Alex Farrington, Natalie J. Cholula, Lisa K. Bates

Urban Studies and Planning Faculty Publications and Presentations

Given the extent of the eviction crisis in Oregon, it is crucial to investigate what happens to tenants after they are displaced from their homes. This report investigates three main questions concerning tenants’ post-eviction housing outcomes: Where do tenants live after they have been evicted? How do post-eviction housing outcomes affect tenants’ health, finances, and safety? How do rental assistance and legal assistance affect post-eviction housing outcomes?

Nearly two thirds of evicted tenants moved directly into some form of homelessness, including sheltered, unsheltered, or doubled-up homelessness. These findings indicate that Oregon’s eviction crisis and homelessness crisis are closely linked.

Tenants …


A Story Of Oppression A Psychological And Creative Approach, Juan R. Morillo Jan 2025

A Story Of Oppression A Psychological And Creative Approach, Juan R. Morillo

Honors Undergraduate Theses

The aim of this project is to survey the manner in which oppression is expressed in selected works of literature. It is a topic that not only am I familiar with through my studies of literature and psychology, but one that I, as well as every Venezuelan expatriate has witnessed and felt for their country. The project focuses on social and political oppression, using the current Venezuelan crisis as a focal point, and selected literary sources as a framework. I will analyze dystopian classics such as George Orwell's 1984 and Ray Bradbury’s Fahrenheit 451, as well as Margaret Atwood’s The …


The National Survey Of Donor Advised Fund Managers: Executive Summary And Key Findings, Donor Advised Fund Research Collaborative (Dafrc), H. Daniel Heist, Danielle Vance-Mcmullen, Rachel Sumsion, Jeff Williams Jan 2025

The National Survey Of Donor Advised Fund Managers: Executive Summary And Key Findings, Donor Advised Fund Research Collaborative (Dafrc), H. Daniel Heist, Danielle Vance-Mcmullen, Rachel Sumsion, Jeff Williams

Research, Reports, and Publications

The Donor Advised Fund Research Collaborative (DAFRC) is a group of academic and nonprofit researchers leading a 4-year, comprehensive research initiative to provide empirical data and insights on the characteristics and activities of donor advised funds (DAFs) in the United States.

This report, which is the second of three reports by the DAFRC, provides insights into DAF sponsors’ perceptions, policies, and practices. The report’s findings are based on a 2023 management survey of 128 DAF sponsors. This survey covered topics related to DAF strategy, operational capacity, philanthropic advising, internal policy execution, and the marketing of DAF sponsors.


The National Survey Of Donor Advised Fund Managers, Donor Advised Fund Research Collaborative (Dafrc), H. Daniel Heist, Danielle Vance-Mcmullen, Rachel Sumsion, Jeff Williams Jan 2025

The National Survey Of Donor Advised Fund Managers, Donor Advised Fund Research Collaborative (Dafrc), H. Daniel Heist, Danielle Vance-Mcmullen, Rachel Sumsion, Jeff Williams

Research, Reports, and Publications

Donor advised funds (DAFs) are the fastest-growing form of philanthropy. In 2023, nearly 1.8 million DAF accounts received about $59 billion in contributions, distributed about $55 billion in grants, and ended the year with about $252 billion in assets (National Philanthropic Trust, 2024).

The Donor Advised Fund Research Collaborative (DAFRC) is a group of academic and nonprofit researchers leading a 4-year, comprehensive research initiative to provide empirical data and insights on the characteristics and activities of donor advised funds (DAFs) in the United States. One of the initiative's main goals is to gather and analyze information about DAFs that is …


Business Communication And Editing Students’ Evaluations Of Written Error: An Eye-Tracking Study, Matt Baker, Grant Eck, Ana Barraza, Benjamin Duffield Jan 2025

Business Communication And Editing Students’ Evaluations Of Written Error: An Eye-Tracking Study, Matt Baker, Grant Eck, Ana Barraza, Benjamin Duffield

Faculty Publications

Using eye-tracking and interview methods, this study investigates how business communication students and editing students attend to and evaluate writing. Participants reviewed blog posts embedded with errors and judged publication readiness. While both groups visually fixated longer on errors than non-errors, business communication students were more likely to approve error-containing texts for publication. Qualitative data revealed that business communication students prioritized content while editing students prioritized surface-level issues. These findings suggest that disciplinary background informs evaluative standards, even when error-detection behavior is similar. The results carry implications for instruction in business writing and editing, especially concerning collaborative, cross-disciplinary workplace writing.


Ward 5 Asset Mapping Report, Molly Schnoke, Kristen A. Blazek, Jack Yochum, Erika Shinn Jan 2025

Ward 5 Asset Mapping Report, Molly Schnoke, Kristen A. Blazek, Jack Yochum, Erika Shinn

All Maxine Goodman Levin School of Urban Affairs Publications

The Center for Economic Development at the Levin College of Public Affairs and Education, Cleveland State University was contracted by Cleveland City Councilperson Richard Starr to provide an accounting of assets and strengths in Cleveland’s Ward 5. The research team conducted interviews with stakeholders throughout the Ward, spoke to residents at community meetings, and conducted a survey of residents to better understand what challenges and opportunities residents and stakeholders felt were important for consideration in the planning of new projects and programs, support for existing services, and to provide guidance to the Councilperson for resource and funding considerations. This work …


Debating Justice, Tom Rozinski Jan 2025

Debating Justice, Tom Rozinski

Open Touro Created

2025

This book introduces students to a modified form of Lincoln-Douglas debate that is suitable for use in college philosophy or political science courses. Students will learn how to make good arguments and identify bad ones. They will learn how to structure the affirmative and negative cases in debate and the specific duties of each speech in the debate. There is also a section on preparing for, conducting, and defending against cross-examination. Students learn about four value systems to use in their debates: utilitarianism, libertarianism, Kantian justice, and Rawlsian justice. The text includes two full debates to illustrate how students …


Factors Contributing To Fatalities In Helicopter Emergency Medical Service Accidents, Jenna Korentsides, Joseph R. Keebler, Mihhail Berezovski, Alex Chaparro Jan 2025

Factors Contributing To Fatalities In Helicopter Emergency Medical Service Accidents, Jenna Korentsides, Joseph R. Keebler, Mihhail Berezovski, Alex Chaparro

Publications

INTRODUCTION: T his study aimed to update and reinforce previous research on helicopter emergency medical service accidents in the United States. By investigating predictors of fatalities after helicopter emergency medical service crashes through the application of machine learning techniques, we updated existing data sets and sought to uncover patterns that traditional analysis might not reveal.

METHODS: Using the National Transportation Safety Board database, the authors analyzed a dataset of 267 helicopter emergency medical service accidents between 1991–2022. We first calculated fatalities odds ratios for each condition. We then plotted geospatial locations of all reported accidents. Finally, we used XGBoost regression …


Power To Liquid And Hydrogen Use For Saf Production; A Policy And Techno-Economic Overview For Aviation​, Eva Maleviti Jan 2025

Power To Liquid And Hydrogen Use For Saf Production; A Policy And Techno-Economic Overview For Aviation​, Eva Maleviti

Publications

What is Sustainable Development: The development that meets the needs of the present without compromising the ability of future generations to meet their own needs.

1. Environmental Sustainability

2. Social Sustainability

3. Economic Sustainability


Characterizing Language Use In Online Accessibility Discussion Forums, Nithiya Venkatraman, Anand Ravi Aiyer, Yash Prakash, Sampath Jayarathna, Hae-Na Lee, Vikas Ashok Jan 2025

Characterizing Language Use In Online Accessibility Discussion Forums, Nithiya Venkatraman, Anand Ravi Aiyer, Yash Prakash, Sampath Jayarathna, Hae-Na Lee, Vikas Ashok

Computer Science Faculty Publications

Discussion forums are one of the favored platforms for knowledge sharing. Given their popularity, copious research exists on understanding the linguistic and behavioral characteristics of forum conversations, so as to inform the design of many downstream applications including discourse visualization, sentiment analysis, and question answering. However, prior investigations have mainly focused on general forums designed primarily for sighted users, and as such the applicability of their findings to dedicated accessibility discussion forums frequented by blind screen reader users remains unanswered. To bridge this knowledge gap and facilitate the development of better-informed assistive technologies for blind people, we investigated language use …


Foundation Models In Bioinformatics, Fei Guo, Renchu Guan, Yaohang Li, Qi Liu, Xiaowo Wang, Can Yang, Jianxin Wang Jan 2025

Foundation Models In Bioinformatics, Fei Guo, Renchu Guan, Yaohang Li, Qi Liu, Xiaowo Wang, Can Yang, Jianxin Wang

Computer Science Faculty Publications

With the adoption of foundation models (FMs), artificial intelligence (AI) has become increasingly significant in bioinformatics and has successfully addressed many historical challenges, such as pre-training frameworks, model evaluation and interpretability. FMs demonstrate notable proficiency in managing large-scale, unlabeled datasets, because experimental procedures are costly and labor intensive. In various downstream tasks, FMs have consistently achieved noteworthy results, demonstrating high levels of accuracy in representing biological entities. A new era in computational biology has been ushered in by the application of FMs, focusing on both general and specific biological issues. In this review, we introduce recent advancements in bioinformatics FMs …


An Analytical Review Of Preprocessing Techniques In Bengali Natural Language Processing, Sovon Chakraborty, Protiva Das, Shakib Mahmud Dipto, Md Aktaruzzaman Pramanik, Jannatun Noor Jan 2025

An Analytical Review Of Preprocessing Techniques In Bengali Natural Language Processing, Sovon Chakraborty, Protiva Das, Shakib Mahmud Dipto, Md Aktaruzzaman Pramanik, Jannatun Noor

Computer Science Faculty Publications

Research in Bengali Natural Language Processing (BNLP) is rapidly expanding. Despite being one of the most widely spoken languages in the world, BNLP research remains insufficient, particularly in Bengali speech recognition. The languages rich morphology, agglutinative structure, and diverse dialects make text and speech processing especially challenging. However, these challenges can be addressed with effective preprocessing techniques. Various organizations in Bangladesh and West Bengal are integrating Natural Language Processing (NLP) into their services, but without a thorough understanding of preprocessing, these implementations remain incomplete. Applying proper preprocessing techniques to the Bengali language will serve as a foundation for developing robust …


Not Here, Go There: Analyzing Redirection Patterns On The Web, Kritika Garg, Sawood Alam, Dietrich Ayala, Michele C. Weigle, Michael L. Nelson Jan 2025

Not Here, Go There: Analyzing Redirection Patterns On The Web, Kritika Garg, Sawood Alam, Dietrich Ayala, Michele C. Weigle, Michael L. Nelson

Computer Science Faculty Publications

URI redirections are integral to web management, supporting structural changes, SEO optimization, and security. However, their complexities affect usability, SEO performance, and digital preservation. This study analyzed 11 million unique redirecting URIs, following redirections up to 10 hops per URI, to uncover patterns and implications of redirection practices. Our findings revealed that 50% of the URIs terminated successfully, while 50% resulted in errors, including 0.06% exceeding 10 hops. Canonical redirects, such as HTTP to HTTPS transitions, were prevalent, reflecting adherence to SEO best practices. Non-canonical redirects, often involving domain or path changes, highlighted significant web migrations, rebranding, and security risks. …


Position: Benchmarking Is Broken - Don't Let Ai Be Its Own Judge, Zerui Cheng, Stella Wohnig, Ruchika Gupta, Samiul Alam, Tassallah Abdullahi, João Alves Ribeiro, Christian Nielsen-Garcia, Saif Mir, Siran Li, Jason Orender, Seyed Ali Bahrainian, Daniel Kirste, Aaron Gokaslan, Carsten Eickhoff, Pramod Viswanath, Ruben Wolff Jan 2025

Position: Benchmarking Is Broken - Don't Let Ai Be Its Own Judge, Zerui Cheng, Stella Wohnig, Ruchika Gupta, Samiul Alam, Tassallah Abdullahi, João Alves Ribeiro, Christian Nielsen-Garcia, Saif Mir, Siran Li, Jason Orender, Seyed Ali Bahrainian, Daniel Kirste, Aaron Gokaslan, Carsten Eickhoff, Pramod Viswanath, Ruben Wolff

Computer Science Faculty Publications

The meteoric rise of Artificial Intelligence (AI), with its rapidly expanding market capitalization, presents both transformative opportunities and critical challenges. Chief among these is the urgent need for a new, unified paradigm for trustworthy evaluation, as current benchmarks increasingly reveal critical vulnerabilities. Issues like data contamination and selective reporting by model developers fuel hype, while inadequate data quality control can lead to biased evaluations that, even if unintentionally, may favor specific approaches. As a flood of participants enters the AI space, this "Wild West" of assessment makes distinguishing genuine progress from exaggerated claims exceptionally difficult. Such ambiguity blurs scientific signals …


The Invisible Influencer In Information Infrastructure, Herbert Van De Sompel, Michael L. Nelson Jan 2025

The Invisible Influencer In Information Infrastructure, Herbert Van De Sompel, Michael L. Nelson

Computer Science Faculty Publications

The UPS Prototype was a proof-of-concept web portal built in preparation for the Universal Preprint Service Meeting held in October 1999 in Santa Fe, New Mexico. The portal provided search functionality for a set of metadata records that had been aggregated from a range of repositories that hosted preprints, working papers, and technical reports. Every search result was overlaid with a dynamically generated menu, called an SFX-menu, that provided a selection of value-adding links for the described scholarly work. The meeting eventually led to the Open Archives Initiative and its Protocol for Metadata Harvesting (OAI-PMH), which remains widely used in …


Github Repository Complexity Leads To Diminished Web Archive Availability, David Calano, Michael Nelson, Michele Weigle Jan 2025

Github Repository Complexity Leads To Diminished Web Archive Availability, David Calano, Michael Nelson, Michele Weigle

Computer Science Faculty Publications

Software is often developed using versioned controlled software, such as Git, and hosted on centralized Web hosts, such as GitHub and GitLab. These Web hosted software repositories are made available to users in the form of traditional HTML Web pages for each source file and directory, as well as a presentational home page and various descriptive pages. We examined more than 12,000 Web hosted Git repository project home pages, primarily from GitHub, to measure how well their presentational components are preserved in the Internet Archive, as well as the source trees of the collected GitHub repositories to assess the extent …


Human Perception Of Ai Capabilities At Classifying Perturbed Roadway Signs, Katherine R. Garcia, Jing Chen, Yanru Xiao, Scott Mishler, Cong Wang, Bin Hu Jan 2025

Human Perception Of Ai Capabilities At Classifying Perturbed Roadway Signs, Katherine R. Garcia, Jing Chen, Yanru Xiao, Scott Mishler, Cong Wang, Bin Hu

Computer Science Faculty Publications

Artificial Intelligence (AI) is crucial to numerous functions required for driving automation systems, including the computer vision techniques used to detect the roadway environment and make real-time decisions. However, the images used as inputs to the AI system may be maliciously perturbed, or manipulated, causing the AI system to make an incorrect classification. In this study, we examined humans’ perception of the AI’s computer vision capability of classifying various road sign images, including the original images, images with two different types of malicious attacks, and images that are scrambled randomly at the pixel level. Our results showed that participants rated …


Uncertainty-Aware Deep Learning Framework For Forecasting Coastal Water Level In Virginia Beach, Md Mahmudul Hasan, Malachi Schram, Sridhar Katragadda, Diana Mcspadden, Alisa N. Udomvisawakul, Heather Richter, Frank Liu Jan 2025

Uncertainty-Aware Deep Learning Framework For Forecasting Coastal Water Level In Virginia Beach, Md Mahmudul Hasan, Malachi Schram, Sridhar Katragadda, Diana Mcspadden, Alisa N. Udomvisawakul, Heather Richter, Frank Liu

Computer Science Faculty Publications

Coastal areas like Virginia Beach, USA, are increasingly vulnerable to flooding. To mitigate the impact of flooding, it is crucial for the City of Virginia Beach to have reliable 72-hour-ahead (3 days) forecasts of water levels at key gauge locations. To support this effort, several sensors have been installed throughout the city to monitor water levels and other environmental parameters such as wind speed, precipitation, and atmospheric pressure. Leveraging sensor data from one of these locations, we developed an uncertainty-aware deep learning model to forecast water levels. We employed deep quantile regression (DQR) to quantify variability in the predictions and …


A Real-Time Approach To Capture Ambient And Focal Attention In Visual Search, Gavindya Jayawardena, Yasith Jayawardana, Yasasi Abeysinghe, Bhanuka Mahanama, Sampath Jayarathna, Jacek Gwizdka Jan 2025

A Real-Time Approach To Capture Ambient And Focal Attention In Visual Search, Gavindya Jayawardena, Yasith Jayawardana, Yasasi Abeysinghe, Bhanuka Mahanama, Sampath Jayarathna, Jacek Gwizdka

Computer Science Faculty Publications

During visual search, individuals’ attention shifts between ambient and focal states in response to task demands and stimuli. The ambient/focal coefficient K is a statistically validated measure of these states, computed offline from fixation duration and saccade amplitude data. While current methods compute K offline, real-time computation could enable applications such as monitoring user attention, creating attention-adaptive user interfaces, and optimizing graphics rendering. However, real-time computation of K requires stable estimates for the parameters of fixation duration and saccade amplitude distributions. Since these distributions are heavy-tailed, the real-time estimates exhibit high variance and slow convergence. To overcome this, we propose …


A Bibliographic And Topic Modeling Analysis Of The P-Adic Theory Literature Using Latent Dirichlet Allocation, Humberto Llinás, Ismael Gutiérrez, Anselmo Torresblanca, Javier De La Hoz, Brian Llinás Jan 2025

A Bibliographic And Topic Modeling Analysis Of The P-Adic Theory Literature Using Latent Dirichlet Allocation, Humberto Llinás, Ismael Gutiérrez, Anselmo Torresblanca, Javier De La Hoz, Brian Llinás

Computer Science Faculty Publications

P-adic analysis, introduced by Kurt Hensel in the early 20th century, has developed into a fundamental area of mathematical research with broad applications in number theory, algebraic geometry, and mathematical physics. This study aims to examine the thematic evolution and scholarly impact of p-adic research through a comprehensive topic modeling and bibliometric analysis. Using classical bibliometric techniques (e.g., performance analysis, co-authorship, and co-citation networks) combined with Latent Dirichlet Allocation (LDA), we analyzed 7388 peer-reviewed documents published between 1965 and 2024. The computational workflow was conducted using R (version 4.4.1) and VOSviewer (version 1.6.20), which enabled the identification of 20 distinct …


From Philosophy To Nlu: Evolving Definitions With Research Hypotheses, Jian Wu, Sarah Rajtmajer Jan 2025

From Philosophy To Nlu: Evolving Definitions With Research Hypotheses, Jian Wu, Sarah Rajtmajer

Computer Science Faculty Publications

Over the past decades, alongside advancements in natural language processing, significant attention has been paid to training models to automatically extract, understand, test, and generate hypotheses in open and scientific domains. However, interpretations of the term hypothesis for various natural language understanding (NLU) tasks have migrated from traditional definitions in the natural, social, and formal sciences. Even within NLU, we observe differences defining hypotheses across literature. In this paper, we overview and delineate various definitions of hypothesis. Especially, we discern the nuances of definitions across recently published NLU tasks. We highlight the importance of well-structured and well-defined hypotheses, particularly as …


Can Llms Beat Humans On Discerning Human-Written And Llm-Generated Science News, Dominik Soós, Meng Jiang, Jian Wu Jan 2025

Can Llms Beat Humans On Discerning Human-Written And Llm-Generated Science News, Dominik Soós, Meng Jiang, Jian Wu

Computer Science Faculty Publications

Science news is increasingly important in connecting scientists and the public by sharing discoveries and innovations. With the rise of large language models (LLMs), there is potential to automate science news creation, but concerns exist about the quality of LLM-generated news versus human-written news. This paper explores whether LLMs can outperform humans in distinguishing between human-written and LLM-generated news. Inspired by the Chain-of-Thought prompting method, we designed a simple yet effective variant called Guided Few-shot (GFS), which encodes the characteristics of news of two types with examples. Our experiments indicated that GFS with just a single example effectively boosted the …