Digital Commons Network^™

Boosting Chart-To-Code Generation In Mllm Via Dual Preference-Guided Refinement, Zhihan Zhang, Yixin Cao, Lizi Liao

Research Collection School Of Computing and Information Systems

Translating chart images into executable plotting scripts-referred to as the chart-to-code generation task-requires Multimodal Large Language Models (MLLMs) to perform fine-grained visual parsing, precise code synthesis, and robust cross-modal reasoning. However, this task is inherently under-constrained: multiple valid code implementations can produce the same visual chart, and evaluation must consider both code correctness and visual fidelity across diverse dimensions. This makes it difficult to learn accurate and generalizable mappings through standard supervised fine-tuning. To address these challenges, we propose a dual preference-guided refinement framework that combines a feedback-driven, dual-modality reward mechanism with iterative preference learning. Our approach introduces a structured …

Evaluating The Quality Of Support Services For Students With Learning Difficulties: Perspectives Of Resource Room Teachers In The Sultanate Of Oman, Laila Al Salmi, Ibrahim Al Qaryoti, Ali Tekin, Amur Al Aisari, Mariam Al Mamari, Saed Al Saidi

Journal of Educational and Psychological Studies

This study investigates the quality-of-service provision offered by the Learning Difficulties Programs (LDPs) in Oman from the perspective of resource room teachers. Employing a descriptive approach, a sample of 329 teachers responded to a researcher-designed 49-item questionnaire, assessing six key domains: administrative and technical support, diagnosis and assessment procedures, family-school partnerships, curriculum and intervention programs, educational and technological aids, and behavior modification strategies. Results revealed that teachers held neutral perceptions regarding the overall quality of LDPs across most domains, except for the appropriateness of curriculum content for students with learning difficulties, which was rated positively. The study identified a lack …

Enhancing Llm Code Generation: A Systematic Evaluation Of Multi-Agent Collaboration And Runtime Debugging For Improving Accuracy, Reliability, And Latency, Nazmus Ashrafi

Theses

The use of large language models (LLMs) for automated code generation has emerged as a significant focus within AI research. As these pretrained models continue to evolve, their ability to understand and generate complex code structures has opened up new possibilities for automating intricate programming tasks with greater accuracy. Although contemporary foundational models demonstrate promising results, researchers continue to explore optimal post-training strategies to enhance code quality. These include supervised fine-tuning, retrieval-augmented generation (RAG), debugging, and many others. In this thesis, I combine two such widely used post training approaches—namely (1) multi agent collaboration and (2) runtime execution of information-based …

Making Math Accessible: Addressing Language Challenges In 3rd Grade English Medium Math Classrooms, Salha Mohamad

Theses

The research article, Making Math Accessible: Addressing Language Difficulties in 3^rd Grade English Medium Math Classrooms, addresses the issue of how the teachers in UAE elementary schools assist a student who is to study mathematics in English rather than Arabic. In the School X, Grades 1 and 2 applied mathematics and science using the Ministry of Education (MOE) Arabic-medium curriculum. Since Grade 3, however, the school has used the American curriculum, so students are expected to study these subjects in English. This change brings major barriers in understanding basic mathematical terms, word problems, and instructions. The research applies …

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 …

False Friends: The Pereiaslav Agreement Of 1654 And Competing Narratives In Russian And Ukrainian Historiographies, Jiansheng Zhang

Armstrong Undergraduate Journal of History

The Pereiaslav Agreement of 1654, concluded between the Cossack Hetmanate and the Grand Duchy of Muscovy at the Pereiaslav Rada, marked the beginning of modern Cossack-Muscovite (in perspective, Ukrainian-Russian) relations. Owing to its central role in shaping both Russian and Ukrainian national narratives, the agreement remains a highly contentious event in Eastern European history. Historians from the Russian and Ukrainian historiographical traditions offer divergent interpretations of how the agreement was conceived and received by the Cossacks and Muscovites. Drawing on a wide range of primary and secondary sources, this essay critically examines these competing narratives and concludes that Ukrainian historiography—emphasizing …

Aquinas And The Over-Hasty Conclusion, Charles Perkins

Faith and Philosophy: Journal of the Society of Christian Philosophers

No abstract provided.

Life In The Kingdom: Reimagining Theological Education For A Post-Secular Global Age, Jose Philip

Great Commission Research Journal

Theological education faces a profound crisis, shaped by globalization, secularization, and an epistemological fracture that prioritizes intellectual mastery over spiritual formation. Many seminaries fail to cultivate graduates who are spiritually grounded and missionally engaged due to models rooted in Enlightenment rationalism and managerial pragmatism. This paper advocates for reimagining theological education as a Kingdom-centered vocation, emphasizing transformative participation in the life of God. The paper calls for a shift from content delivery to character formation, centering theological education on faithful, embodied witness to God's mission in a complex world.

Building Peace From Afar: Women-Led Peacekeeping From The Diaspora (Case Study: Afghanistan), Sveto Muhammad Ishoq

Kroc IPJ Research and Resources

This case study examines the challenges, tactics and tools of Afghan women activists in the UK in their peacebuilding efforts for Afghan women and girls post-Taliban takeover. It shows how operating from exile, these activists employ innovative strategies to amplify Afghan women’s voices, advocating internationally and providing support despite facing complex security, funding, and community unity issues.

Building Peace From Afar: Women-Led Peacekeeping From The Diaspora (Case Study: Iran), Shadi Rouhshahbaz

Kroc IPJ Research and Resources

This case study examines how young Iranian women, at home and abroad, envision Iran’s futures, their role in change-making and the challenges they face. It shows how their aspirations reflect lived experiences and the limited civic spaces within which they champion change, and the difficult choices they face about leaving or staying, while their visions for Iran’s future transcend current insecurities, offering images of a more equitable society that may inspire meaningful, feminist-led transformation.

From Matrimony To Autonomy: Divorce As A Fundamental Right, Karin Carmit Yefet

Cardozo Law Review

Liberal divorce is under assault. Yet this development—one that arguably may shape the everyday life of Americans more profoundly than nearly any other domain of state law—has elicited surprisingly little scholarly inquiry. Because divorce has long fallen within the province of states and hewed to the whim of state legislatures, restrictions on divorce have rarely inspired constitutional analysis. As a result, the constitutional architecture necessary to conceptualize—let alone resolve—the question of how divorce law intersects with fundamental rights remains strikingly wanting. Indeed, one of the enduring puzzles of constitutional scholarship is the diametrically opposed treatment of marriage and divorce. While …

Paraconsistent Logic And The Metaphysics Of The Incarnation: A Defense Of Jc Beall’S Contradictory Christology, Vincent Ray M. Daut

Loyola Papers

This article explores the application of paraconsistent logic to one of theology’s enduring challenges: the metaphysics of the Incarnation. The claim that Christ is both fully human and fully divine, as defined by the Council of Chalcedon, presents a significant ontological dilemma, as these two natures are inherently incompatible and mutually exclusive according to classical logic: on the one hand, human nature is defined by finitude, mutability, and moral fallibility, and divine nature is understood as infinite, immutable, and morally impeccable, on the other. Drawing on Jc Beall’s contradictory Christology, this article argues that paraconsistent logic provides a coherent framework …

Understanding Digital Communication Gaps With Hispanic Families In A Charter School In South Texas, Ruby Cabrera Aguilar

Electronic Theses and Dissertations

Now that access to technology is prevalent, digital communication in school districts and between schools and parents should be of high priority. Since schools do not emphasize digital communication policies and practices, a problem seen is a lack of communication across districts involving school staff, parents, and students. Determining school leaders’ roles in closing digital communication gaps through policies and procedures deserves further study because effective communication leads to awareness, involvement, relationship building, and student success. In this study, the knowledge gap theory and qualitative action research through reports and interviews assisted in understanding the perspectives of six school staff …

Engaging Chinese And Korean American Communities In Dementia Research: A Journey Of Inclusivity And Partnership, Jing Wang, Xiang Qi, Mary S Mittelman, Eunjung Ko, Yaolin Pei, I Tek Leong, Sungji Park, Katherine Wang, Weiyu Mao, Cynthia Epstein, Bei Wu

Faculty, Staff and Student Publications

Introduction: The New York University Caregiver Intervention plus Enhanced Support Project is a randomized controlled trial of a family-based psychosocial intervention to enhance social support and reduce cardiometabolic risk for Chinese and Korean American dementia caregivers, using culturally tailored recruitment strategies.

Methods: We reviewed reflections from research staff, weekly meeting minutes, debriefing sessions, and progress reports, to identify key challenges and approaches to engaging participants.

Results: Key challenges included reluctance to involve family members, dementia stigma, and resistance to involving family. In response, we engaged online communities, partnered with local organizations, participated in events, and adapted recruitment messages to cultural …

From Canterbury To The Conference: Chaucer’S First 18 Lines Reborn, Charles X. Li, Tony Liang, Anika Saphiloff

Journal of the Symposium of University Research and Creative Expression

Project Mentor(s): Charles X. Li, PhD

This presentation examines the phonological shift from Chaucerian Middle English to Modern English, focusing on the Great English Vowel Shift. Using the first eighteen lines of Chaucer’s “General Prologue” to The Canterbury Tales as a case study, we demonstrate how vowel sounds in Middle English transitioned to those in Early Modern and Modern English. By analyzing specific words from these opening lines, we illustrate the vowel changes that marked the shift and their impact on pronunciation. Our presentation will conclude with a recitation of Chaucer’s first eighteenth lines, intertwined couplet by couplet by their …

From Old English Genitives To Modern English Possessives: Tracing Grammar Evolution Through Biogrammar And Grammatical Biology, Charles X. Li

Journal of the Symposium of University Research and Creative Expression

Project Mentor(s): Charles X. Li, PhD

This paper presents a biologically grounded and historically informed framework, Biogrammar, as a means to explain grammatical evolution and cognitive processing. It compares Biogrammar with two foundational theories in the study of language: the Nature-Nurture Hypothesis and Chomsky’s Universal Grammar. As a case study, the paper examines the historical evolution of English plural and genitive constructions, focusing on morphological developments such as the -as/-es mergers, his-genitives, group genitives, and the rise of the of + noun phrase pattern. These diachronic changes are interpreted as evidence of grammar functioning as a biologically adaptive system shaped …

Code Words, Josh Grauer

Tax Adviser

No abstract provided.

Between Shores: Geophilosophical And Psychogeographical Explorations Of Belonging In Abdulrazak Gurnah’S By The Sea (2001), Nabila Khelil, Mahmoud Al-Shetawi

Jordan Journal of Applied Science-Humanities Series

In Abdulrazak Gurnah's work By the Sea (2001), the complex notion of belonging emerges as a central concern, intricately interwoven with the cultural and geographic landscape of the Indian Ocean region. The novel weaves a tapestry of profound geophilosophical and psychogeographical implications, as its primary setting, the coastline, becomes a multifaceted metaphor for the complex human experience of displacement, identity, and the ever-shifting nature of borders, both physical and existential. The vastness and fluidity of the sea, juxtaposed with the solid but permeable shoreline, serves as a symbolic stage upon which the characters' journeys of self-discovery and grappling with their …

The Transformative Value Of Antigone On The Arab Stage: Amplifying Voices Of Resistance And Justice, Maram Al-Dweik, Mahmoud Al-Shetawi

Jordan Journal of Applied Science-Humanities Series

In contexts marked by human rights abuses, state violence, and gender-based injustices, theatrical performances in the Arab world offer a vital platform for marginalized voices. By exploring the transformative power of modern adaptations of Sophocles’ Antigone, particularly in this unique context, this study reveals how these performances serve as poignant reflections of resistance, justice, and societal transformation. Antigone is renowned for its exploration of political themes and moral dilemmas and continues to resonate across cultures and epochs. Through an adaptation theory lens, this study examines various Arab adaptations of Antigone, demonstrating the global reach and influence of this …

The Soviet Truth About China: Portrayal Of The Prc In Pravda During The Sino-Soviet Split, Artem Rakitskii

Chronos

No abstract provided.

A Study Of The Knowledge And Awareness Of Dental Students In Syrian Public Universities About The Using Artificial Intelligence In Pediatric Dentistry, Abdulrhman A. Alkhaled, Chaza N. Kouchaje

Arabian Journal of Pediatric Dentistry

Background : The advent of artificial intelligence (AI) has caused a paradigm change in the medical and dental disciplines in recent years. It is crucial for practitioners to comprehend the basic ideas, underlying principles, and applications of AI as it continues to influence clinical practices in the present and the future. AI is a potent diagnostic tool in pediatric dentistry that improves precision, effectiveness, and judgment. To maximize AI's potential in clinical practice, a thorough grasp of its function in this field is essential.

Object: The purpose of the current study was to evaluate a group of Syrian dental …

A Multimodal Discourse Analysis Of Visual Representation In English Language Textbooks At The Elementary Level: A Social Semiotic Perspective, Amina Bashir, Aamir Aziz, Muhammad Imran, Norah Almusharraf

Khazar Journal of Humanities and Social Sciences

Textbooks serve as a significant and comprehensive resource for language learners. This study focuses on a Multimodal Discourse Analysis of Visual Representations found in English Language Textbooks, employing a Visual Social Semiotic Perspective. Utilizing the framework established by Kress & van Leeuwen (2020), which comprises Representational, Interactional, and Compositional modes, this research investigates the multimodal elements present within these textbooks to assess their role in enhancing comprehension through visuals. Adopting a qualitative descriptive methodology, the study analyzes a purposively selected sample of 158 images from elementary school textbooks. The findings reveal a disproportionate representation of males compared to females across …

Impact Of Age, Gender, And Education On Dialect Word Usage In The Shaki Dialect Of Azerbaijani, Milana Abbasova, Eljan Salimli

Khazar Journal of Humanities and Social Sciences

This article deals with the relationship between social variables and dialect word usage in Shaki, Azerbaijan. The research employed a quantitative correlational research design. The data was collected from 176 informants, who were native speakers of the Shaki dialect of Azerbaijani, via an online questionnaire. Twenty dialect words from the Shaki region were included in the closed-ended questionnaire. The respondents were instructed to provide demographic information about themselves and to indicate whether they used the selected terms in their everyday speech. The results showed that the older speakers used dialect words more often than the younger ones. Besides, the males …

From Black Umay To Albasti And From Yellow Girl To Martu: Reflection Of Evil Spirits In Uzbek Folklore, Dilbar Haydarova

Khazar Journal of Humanities and Social Sciences

Binary moral cosmologies—from Yin–Yang and Zoroastrian dualism to the God–Devil polarity—have long organized Eurasian thought. Uzbek oral literature participates in this horizon through persistent figures of benevolent and malevolent spirits that aid or obstruct heroic protagonists. To trace the historical development and literary functions of iyes (protective spirits) and yeys (harmful spirits) in Uzbek Turkic belief and narrative, and to identify their survivals in contemporary everyday practice. The study integrates close readings of canonical epics and folktales with comparative Central Asian and Islamicate folkloristics, supported by etymological analysis and targeted ethnographic notes. A diachronic typology is constructed to map motifs, …

Adultery And Infidelity: A Comparative Study Of Kate Chopin’S The Awakening And Halit Ziya Uşaklıgil' S AşK-I Memnû (Forbidden Love), Fikret Güven

Khazar Journal of Humanities and Social Sciences

Kate Chopin’s The Awakening (1899) and Halit Ziya Uşaklıgil’s Aşk-ıMemnû (Forbidden Love, 1900) explore the oppressive gender expectations placed upon women in their societies of late 19th-century Louisiana Creole and Ottoman Istanbul. Despite their cultural and geographical differences, both novels depict heroines who are seeking personal autonomy and emotional fulfillment. However, they ultimately succumb to the rigid constraints of patriarchy. Edna Pontellier and Bihter Ziyagül embark on transformative journeys that challenge prescribed gender roles through extramarital relationships, yet their desires for independence are met with societal condemnation. Edna’s rebellion stems from self-discovery and existential awakening, whereas a quest for passion …

Dark Laughter In Uniform: Humor And Militarism In Gregory Burke’S Black Watch, Pelin Gölcük Mirza

Khazar Journal of Humanities and Social Sciences

Gregory Burke’s Black Watch, which premiered at the 2006 Edinburgh International Festival, focuses on the experiences of Scottish soldiers deployed to Iraq in 2003. The play makes extensive use of dark humor by juxtaposing laughter and pain, valor and absurdity, military and civilian life, in order to reveal the contradictions of contemporary militarism. Rather than celebrating patriotism or sacrifice, Burke undermines the romanticized narratives of heroism through profanity, abrupt shifts in tone, and mock-heroic scenes. Dark humor, thus, functions as both a coping strategy for soldiers’ trauma and a satirical device that subverts political rhetoric about the war. By …

Public Perceptions Of Universities As Public Entities During The Covid-19 Pandemic Era, Jinho Jung, Laura Barrett, Nicole Olynk Widmar, Mario Ortez

Department of Agricultural Economics Faculty Publications

Higher education institutions are facing challenges in navigating social, cultural, and political issues. The online presence of higher education presents a new set of opportunities and challenges; knowledge, news, and continuing education are increasingly disseminated online. Additionally, the public, student bodies and stakeholders are increasingly looking at reviews or seeking opinions via online and social media to form opinions on institutions. This analysis uses online and social media to analyze and compare perceptions of two public universities in Indiana, namely Purdue University and Indiana University. These two Indiana institutions are located in the same state, allowing for comparisons of public …

Lens: Lightweight And Explainable Llm-Based Apt Detection At The Edge For 6g Security, Suhib Bani Melhem, Muhammed Golec, Abdulmalik Alwarafy, Yaser Khamayseh

All Works

Expected to be deployed in the early 2030s, sixth-generation (6G) wireless networks, with their high speed and integration with cutting-edge technology such as intelligent edge computing, expand the attack surface and face serious cyber threat risks such as Advanced Persistent Threats (APTs). This type of cyber attack can imitate benign network traffic and operate for long periods of time without being detected by traditional detection systems. This paper introduces LENS, a lightweight and explainable LLM-based network security framework designed to address this cybersecurity threat for 6G environments. LENS uses a fine-tuned DistilBERT model to convert raw network streams into natural …

Charting Truth, Trust, And Transformers: A Critical Look At Ai Text Detection And Recommendations For Medical Journals, Hari Mudipalli, Mahtab Milburn, Souritya Saha, Jamie Fairclough

Journal of Patient-Centered Research and Reviews

This editorial provides an overview of large language models (LLMs), the risks associated with their use, and the challenges involved in using artificial intelligence (AI) to determine the extent to which LLMs have been used to write text, including articles for publication in medical journals. As narratives generated by LLMs become increasingly difficult to distinguish from human writing, concerns have emerged about their impact on scholarly communication, particularly in health and medicine. The medical community is becoming more aware of various tools that can detect AI-generated text; however, adopting these tools comes with unique challenges. The purpose of this article …

Unveiling Social Media Content Related To Adhd Treatment: Machine Learning Study Using X'S Posts Over 15 Years, Alba Gómez-Prieto, Alejandra Mercado-Rodriguez, Juan Pablo Chart-Pascual, Cesar I Fernandez-Lazaro, Francisco J Lara-Abelenda, María Montero-Torres, Claudia Aymerich, Javier Quintero, Melchor Alvarez-Mon, Ana Gonzalez-Pinto, Cesar A Soutullo, Miguel Angel Alvarez-Mon

Faculty, Staff and Student Publications

No abstract provided.