Digital Commons Network^™

Detection Of Malicious Office Document Macros Using Large Language Models, Mahesh Kalappattil

Masters Theses & Doctoral Dissertations

Microsoft office document malwares are prevalent today even though some of the macros were developed 30 years ago. The office macros are used as droppers or downloaders for emerging malwares. Though various models have been developed to detect the office document macros, the interpretability and attribution of the model results are not gained attention. Also, even though the models provide high accuracy, the probabilistic uncertainty the models are not addressed either.

This research provides a novel method to classify malicious office document macros measuring interpretability, attribution and probabilistic uncertainty. Our approach combines the function semantics and keyword contexts to leverage …

District Vulnerability Index For Pakistan (Dvip): Harnessing Multisectoral Data To Inform Equitable Policy And Climate Action, Population Council

Climate and Environmental Changes

Pakistan’s highly heterogeneous population faces significant development challenges, including unequal resource distribution and disparities in access to services, which create varying levels of vulnerability across communities. While existing studies have primarily examined vulnerability through climate, economic, or other disaster lenses, they often overlook underlying structural and systemic factors. This study aims to address that gap by developing an index that incorporates domains of vulnerability typically underrepresented in analyses of Pakistan.

Issue Iii: Sátya, Devin Hecht, Sofia Farinas, Sherry Li, Breeze Hong, Abby Murphy, Alex Mcintosh, Caitlyn Brabo

Sátya

For the fall 2024 edition of Sátya, we have chosen seven submissions from students across the Five Colleges whose writing we felt best embodied the aims of our journal—to focus on interdisciplinary works which push the boundaries of philosophy. Not only did these students produce impressive logical arguments and concise reconstructions, but each and every paper that we chose was distinguished in its accomplishment of producing work that is both original and creative in its aims. Our hope is to create a space for innovative work to be upheld; to create a dialogue that interrogates commonly held conceptions of …

Research On Identification And Evaluation Method Of Medical Experts' Expertise Domains In Online Health Community Based On Knowledge Graph, Yunjiang Xi, Qian Zhang, Man Li, Juan Yu

Journal of Scientific Information Research

[Purpose/significance] This study aims to identify the expertise domains of medical experts, and evaluates their domain levels to provide a basis for community expert recommendation.

[Method/process] This study utilized the improved OneRel model to structure community historical Q&A into entity relation triples. Then used the knowledge graph triples to test the consistency between the medical knowledge in the community Q&A and the domain knowledge, and finally obtained the doctor's domain levels by aggregating in each expertise domain.

[Result/conclusion] Using the data example from xywy.com website, 214 doctors in the community were ranked in terms of their average level of expertise …

Research On The Construction Of Domain Knowledge Graph For Assisted Decision Making And Its Scenario-Oriented Application, Hao Xu, Linlin Ge, Yan Zhang, Sanhong Deng

Journal of Scientific Information Research

[Purpose/significance] This research constructed a domain knowledge graph and its scenario-oriented application framework for decision support at four levels: the data foundation layer, the key technology layer, the domain knowledge graph construction layer, and the scenario-oriented application layer. This framework aims to provide systematic support for knowledge discovery.

[Method/process] Based on the construction of a domain knowledge graph and its scenario-oriented application framework for decision support, this research focuses on the improvement of models and performance evaluation for fine-grained entity and relationship extraction at the discourse level within texts. The optimal model is selected to construct a domain knowledge graph. …

Law School Record, Vol. 72, No. 1 (Fall 2025), Law School Record Editors

Law School Record

• Message from the Dean
• How the Law School is Incorporating AI into the Curriculum
• Café D'Angelo Builds Community One Cold Brew at a Time
• Adam Chilton Becomes Dean
• The Corporate Speech Dilemma
• Theory in Practice
• Counselors of Crypto
• Asked & Answered - Richard Robbins, '91 Director of Applied AI
• Seven Alumni Begin Clerkships for Supreme Court Justices
• Professor John Rappaport Discusses his New Criminal Law Casebook
• Two New Faculty Members Join the Law School
• Other Faculty News and Recognition's
• The Law School Launches the Dean's Fellow Program
• Meet the Class of 2028 (by the numbers)
• Development News
• In Memoriam
• Giving …

Libraries And Human Trafficking: A Study Of New Jersey’S Public And Academic Library Engagement In Anti-Trafficking Efforts, Christabelle Robinson, Daniela Peterka-Benton

Articles, Presentations, and Reports

This study, conducted through the Global Center on Human Trafficking, explores the underexamined role of public and academic libraries in addressing human trafficking across the state of New Jersey. Despite limited formal guidance on their role in anti-trafficking efforts, libraries are increasingly acting as informal hubs for access to resources, education, and social service referrals. Through a statewide survey and qualitative responses from library professionals, this research examines how libraries are currently engaging in training, social work partnerships, programming, and public awareness initiatives. Findings reveal that while only a small percentage of libraries have received formal training, there is widespread …

Observing Language & Literacy In Real-World Contexts: Applied Field Observation Assignment, Chanda Huston

Open Educational Resources

This assignment guides undergraduate early childhood education students through three structured observations of children’s language and literacy behaviors in authentic environments such as homes, classrooms, and community spaces. Students learn to record objective, descriptive notes; analyze communication through developmental and sociocultural lenses; and connect their interpretations to meaningful curriculum planning. The assignment emphasizes professional skills essential to early childhood educators, including documentation, theoretical application, and reflective practice, helping students deepen their understanding of how young children use language and engage with emerging literacy in everyday contexts.

“That’S Not My Name”: The Linguistic Violence Of Misnaming Parties In Court Proceedings, Robert S. Chang, Cecily C. Hazelrigg, Linda Cj Lee

Washington Law Review

This Article calls attention to the harms done when parties are misnamed in legal proceedings. Misnaming, which many might initially consider trivial, is properly understood as a form of linguistic violence that can inflict dignitary harms as well as have material consequences. Misnaming takes on a different valence when it is done by the state. This Article focuses on the misnaming of Indigenous, Asian, and Latine people, beginning first with the way misnaming is done by the administrative state. The authors then discuss misnaming as it has operated in legal proceedings, providing both historical and contemporary examples from federal and …

Lost In Transcreation: Llm Performance In Multicultural Creative Work, Murathan Kocaman

IPHS 200: Programming Humanity

This study benchmarks four leading LLMs (GPT-5.2, Claude 4.5, Gemini 3, and Grok-4) on cross-cultural advertising transcreation, using Turkish as a particularly revealing test case. Each model generated Turkish billboard taglines for three American brands (Hinge, Manscaped, and Oatly) under real-world constraints, and all outputs were scored using the Levent Index, a 100-point framework I created by synthesizing transcreation best practices with the Turkish linguistic instincts I developed growing up in Istanbul. The Index measures Linguistic Soul (40%), Cultural Resonance (40%), and Structural Flow (20%), and the complete rubric is available upon request. Gemini 3 dominated performance, yet no model …

Rats With Wings: The Villainization Of The Pigeon And Its Portrayal In Modern Art And Literature, Emily Dutton

Honors Theses

For millennia, humans have had an increasingly intimate relationship with pigeons. These birds have been called a wide range of names and served a myriad of purposes alongside their human handlers; however, since the populations of feral rock pigeons have increased in American cities, the general public has ascribed a negative connotation to the pigeons that they were once closely associated with. The increasing populations of pigeons along with their decreasing perceived usefulness to humanity has led to a sharp decline in their image. This thesis aims to examine how the pigeon became so loathed after it was coveted for …

Grand Valley Magazine, Vol. 25, No. 1, Fall 2025, Grand Valley State University

Grand Valley Magazine

Grand Valley Magazine is a quarterly publication about Grand Valley State University produced by University Communications since 2001.

Autism Spectrum Disorder Diagnosed In Adulthood And The Factors That Can Lead To A Late Diagnosis, Camila Velez De Jesus

College of Liberal Arts

Autism spectrum disorder is a neurodevelopmental condition that affects an individual throughout their entire life. The condition is typically diagnosed in childhood, and the rate of children diagnosed with it has been increasing over the years. Cases of adults being diagnosed with autism have also been on the rise. A popular theory to explain this occurrence is the broadening definition of autism spectrum disorder; however, there are other factors that should be taken into account. The use of the Medical Model of Disability in autism diagnosis could have led to certain individuals not being diagnosed in adulthood, but with the …

Decidiendo Lo Mejor Para Su Educación: Immigrant Latine Madres At The Intersection Of Confianza, Ideology, And The Illusion Of Choice, Emmeline Ortiz

Theses and Dissertations

This qualitative multiple case study examined the decision-making processes of immigrant Latine caregivers selecting schools and language programs for their children classified as Multilingual Learners (MLLs) in New York City. Although policy frameworks position caregivers as central decision-makers, bilingual program access remains limited, especially in charter schools, and families must navigate language ideologies that privilege English as the safest educational pathway. Ten immigrant Latine participants, nine mothers and one grandmother, whose children attended traditional or charter elementary schools in one NYC district, shared their experiences through semi-structured interviews conducted in Spanish. Data were analyzed through iterative coding and thematic analysis …

Exploring Student Perceptions Of Culture Within An Algebra Unit: A Qualitative Action Research Study, Alesha Marie Love

Theses and Dissertations

Many barriers exist when teaching and learning mathematics. Although the mathematics curriculum is rigid and rigorous by design it is often not culturally relevant for the students engaging with the content. As a result, many students of color do not have an appropriate amount of representation to connect to a subject area that already seems exclusionary. This qualitative action research study examines the effects of introducing culturally relevant references into an Algebra unit for students of color, exploring the influence of exposure to cultural references and the minimal display of cultural and racial identities within the mathematics curriculum on students …

Smarter Disease Detection From Electronic Health Record Data: An End-To-End Ai-Augmented Pipeline For Computable Phenotyping, Dylan Owens

Statistical Science Theses and Dissertations

Electronic Health Records (EHR) contain a wealth of structured and unstructured patient data that can be leveraged for computable phenotyping, the process of algorithmically identifying patient cohorts with specific diseases or conditions. Traditional rule-based phenotyping approaches, while interpretable, often struggle with scalability, portability across institutions, and effective use of unstructured clinical narratives. Recent advances in large language models (LLMs) present new opportunities for synthesizing complex free-text information into concise, clinically meaningful representations. However, integrating LLMs into phenotyping workflows requires careful design to maintain transparency, interpretability, and measurable uncertainty—features essential for clinical adoption and downstream applications such as decision support.

We …

A Political Meeting Lost In Translation: Cross-Lingual Aspect-Based Sentiment Analysis Of How English, Turkish, And Russian Media Frame The Same Syria-Trump Meeting, Murathan Kocaman, Kirill Sidorko

IPHS 391: Interdisciplinary AI Frontiers

We examine how three newspapers in different languages (New York Times in English, Sözcü in Turkish, and NurKZ in Russian) frame the same Syria Trump meeting using aspect based sentiment analysis. Each article was segmented into sentences (NYT 67, NurKZ 40, Sözcü 26), with Turkish and Russian sentences translated into English while preserving the original text for reference. We applied an LLM based ABSA labeler constrained to a fixed set of predefined aspects, allowing us to compare sentiment at the level of specific themes rather than overall tone. Our analysis focuses on four high contrast aspects: sanctions and the Caesar …

Table Of Contents

Washington Law Review

No abstract provided.

The Imperative Of Regeneration: Exploring The Dimensions Of Tourism And Agriculture In Bali, Ava Whitney

Indonesia: Arts, Religion, and Social Change

This research centers on the impacts of mass tourism, development, and modernization on the landscape and culture of Bali and investigates regenerative alternatives in agriculture and tourism. Regenerative thinking offers a vision of travel and subsistence that preserves the ecology of the landscape and the integrity of Balinese culture. Organic farming and permaculture principles are traditional agricultural practices in Bali that have existed for generations, imbued with the Tri Hita Karana philosophy of Balinese Hinduism. Agriculture is a facet of Traditional Ecological Knowledge (TEK) that transmits ecological and cultural wisdom to future generations about how to relate to the natural …

The Erasure And Resilience Of Tionghoa-Indonesian Culture And Identity, John Hines-Shah

Indonesia: Arts, Religion, and Social Change

Indonesia is home to the largest diaspora of Chinese people anywhere in the world. Yet, the experiences of Chinese-Indonesians reveal a sustained erasure, discrimination, and pressure to assimilate in the face of political and social tensions. Under Dutch colonial rule, they were placed in a racial hierarchy, placed between Europeans and Indigenous Indonesians, yet excluded from full participation in either group. This structure planted early seeds of mistrust and scapegoating that endured into the post-independence period. After 1945, state policies often sought to assimilate Chinese-Indonesians, restricting cultural expression, closing Chinese-language schools, and encouraging or even requiring the adoption of Indonesian-sounding …

The Inimitable And Neologistical Dickens, Peter J. Capuano

Department of English: Faculty Publications

This article traces the provenance of the adjective Dickensian and argues that Dickens both inaugurated new words, phrases, and idioms, and also popularized many obscure ones that are part of our common lexicon today.

Fall 2025

La Louisiane

The magazine of the University of Louisiana at Lafayette.

Parameter-Efficient Variational Autoencoder For Multimodal Multi-Interest Recommendation, Nhu Thuat Tran, Hady Wirawan Lauw

Research Collection School Of Computing and Information Systems

Learning user preferences in recommendation systems is enriched by multimodal features, such as textual and visual content, and amplified by multi-interest modeling with Variational AutoEncoders (VAEs). However, prior efforts are limited by single modality focus and cumbersome, parameter-heavy architecture designs. To address these limitations, we introduce an innovative solution that blends the semantic richness of multimodal data with the representational power of multi-representation VAEs. Drawing inspiration from Mixture of Experts (MoE), we cast each VAE as an expert tailored to a specific modality, then fuse them via a novel parameter-merging function into a lean, unified model. This approach efficiently captures …

Memad: Structured Memory Of Debates For Enhanced Multi-Agent Reasoning, Shuai Ling, Lizi Liao, Dongmei Jiang, Weili Guan

Research Collection School Of Computing and Information Systems

Large Language Models (LLMs) demonstrate remarkable in-context learning capabilities but often struggle with complex, multi-step reasoning. Multi-Agent Debate (MAD) frameworks partially address these limitations by enabling iterative agent interactions. However, they neglect valuable historical insights by treating each new debate independently. In this paper, we propose Memory-Augmented MAD (MeMAD), a parameter-free memory-augmented MAD framework that systematically organizes and reuses past debate transcripts. MeMAD stores structured representations of successful and unsuccessful reasoning attempts enriched with self-reflections and peer feedback. It systematically retrieves them via semantic similarity at inference time to inform new reasoning tasks. Our experiments on challenging mathematical reasoning, scientific …

Traditional And Computational Canons, Eric H. Martinez

Faculty Scholarship

As part of the rise of modern textualism, dictionaries and linguistic canons have become a ubiquitous part of legal interpretation. One longstanding question is whether judges citing these tools sincerely attempt to follow the meaning of a text, or if their invocation is merely window-dressing for a preferred outcome. The practical significance of this question extends across all major doctrinal areas, and with the Supreme Court’s overturning of Chevron deference, its importance is only to grow, as courts are now instructed to use every tool at their disposal to resolve ambiguity when interpreting a law. This Article is the first …

The Crime Of Being Immoral, Randy D. Gordon

Faculty Scholarship

Despite a general abhorrence of retrospective laws as a matter of legal theory and Constitutional dictate, US. courts continue-in es sence-to create new crimes by injecting fazzy moral considerations into determinations under the federal fraud statutes. They do so by deeming a failure to act with "moral uprightness" sufficient to consti tute criminal fraud. Under such an amorphous standard, the unwitting find themselves in a legal bind, even though their conduct may not in volve any of the traditional elements of common-law fraud. This Article traces the roots of novel fraud theories with tools drawn from legal theory, linguistics, and …

When The Student Becomes The Teacher: Learning-By-Teaching As A Tool For Conservation Career Development, Ana Dixon

School of Education and Leadership Student Capstone Theses and Dissertations

Dixon, A. (2025). When the Student Becomes the Teacher: Learning-by-Teaching as a Tool for Conservation Career Development

This study explored the research question: How do teaching-centered conservation career development programs influence participants’ science identity and self-efficacy? The literature review includes context on STEM and conservation careers, social cognitive career theory, science identity and self-efficacy, and learning-by-teaching. Participants in the Zoological Society of Milwaukee’s High School Assistant (HSA) volunteer and conservation education internship programs were given the option to complete pre- and post-surveys surrounding their participation in their respective summer program. These surveys measured individuals’ science identity, science and environmental self-efficacy, …

Continuous Professional Development: A Case Study Of Foreign English Language Teachers’ Perceptions Of Professional Development In Colleges In Asia, Chance W. Phillips

Doctor of Education (Ed.D)

This qualitative case study investigated the experiences of college-level EFL/ESL teachers in Asia. The research sought to identify the gaps in professional development experiences influencing teachers to be better educators, meeting the needs of the English language learners in Asia. Additionally, the research identified how the professional development experiences, or lack thereof, of the college-level EFL/ESL teachers impacted their pedagogical strategies and professional practices. Despite the demand for English language education across Asia, foreign English educators often face limited institutional and administrative support, as well as unequal access to professional learning opportunities. Semi-structured interviews were conducted with foreign English language …

Gender, Class, And Code-Switching Among Tunisian Youth, Evie Mount-Cors

Tunisia and Italy: Politics and Religious Integration in the Mediterranean

This study investigates how gender and social class influence the frequency and motivations for code-switching among young Tunisians. Following the French Protectorate (1881) and subsequent Arabization policies in the late 20th century, Tunisian youth are faced with a complex linguistic environment. This paper posits that the enduring legacies of prestige and gender norms drive variation in the frequency and motivation behind code-switching among Tunisian men and women. Based on a quantitative survey and qualitative interviews, this research examines how these social factors shape the function and meaning of language choice in post-colonial Tunisia. The findings suggest that social class creates …

How Socio-Political Context Shapes Pre-Service Ela Teachers’ Approaches To Anti-Racist Pedagogy At A University In The Southeast, Mary R. Miller

Senior Theses

This study examines how the current socio-political climate shapes pre-service English Language Arts (ELA) teachers’ understandings of and preparations for anti-racist pedagogy at a public university in the Southeastern United States. Against the backdrop of increasing political polarization, legislative restrictions on discussions of race, and community scrutiny of curriculum content, pre-service teachers must reconcile their ethical commitments to equity with the realities of teaching in contested educational environments. Using a teacher-research case-study design grounded in Critical Theory, Social Justice Theory, and theories of teacher identity and agency, this study draws on survey and interview data from Master of Teaching candidates …