Digital Commons Network^™

Syntax-Enhanced Boundary-Aware Named Entity Recognition Model, Chuanming Yu, Bin Deng, Zhengang Zhang

Journal of Scientific Information Research

[Purpose/significance] This study addresses the issue of inadequate perception of entity boundaries in traditional character-level modeling-based named entity recognition models by integrating syntax information containing entity boundary features into the task using a multi-head graph attention network with dense connections. This integration enhances the effectiveness of named entity recognition.

[Method/process] This study proposes a Syntax-enhanced Boundary-aware Named Entity Recognition Model (SynBNER), which utilizes BERT for text semantic representation and integrates syntax information using a dense-connected graph attention network. This integration incorporates implicit entity boundary information from syntax information into word representations, thereby enhancing the model's entity boundary perception capability.

[Result/conclusion] …

Review Of Disciplinary Topic Evolution Research: Concepts,Forms, And Analysis Methods, Jie Zhou, Peijun An, Xiantao Xiao

Journal of Scientific Information Research

[Purpose/significance] Starting from the related concepts of disciplinary topic evolution, this study comprehensively examines the forms and methods of disciplinary topic evolution. It identifies problems with existing concepts and shortcomings in current methods, and suggests directions for improvement, providing a reference for future research in this area.

[Method/process] Using a systematic review method, the literature on disciplinary topic evolution from the CNKI and Web of Science, as well as other academic platforms, was analyzed. The study defines related concepts, summarizes the forms of disciplinary topic evolution, and systematically reviews the current state of research on methods for disciplinary topic evolution. …

Beyond Chatbots: The Emergence Of Autonomous Ai Agents In Libraries, Nikesh Narayanan

All Works

This chapter explores how generative AI and agentic AI are redefining library services through enhanced interactivity, personalization, and scalability of support. The rise of machine learning, and specifically natural language processing (NLP) with large language models, brought a new wave of capabilities to library chatbots. Moving beyond single-turn question-answering chatbots, the concept of autonomous AI agents (or agentic AI) in libraries represents a significant leap in capability. An autonomous agent is an advanced form of AI that can understand and respond to inquiries, then take action without human intervention. When they are given an objective, they can generate tasks for …

An Exploration Of Students' Recollections After An Asynchronous, On-Site Academic Library Tour, Adrienne Warner

University Libraries & Learning Sciences Faculty and Staff Publications

Once an integral component to library instruction programs, tours of academic library spaces are less common despite students’ continued need for study spaces with various qualities. This study asks, "What do students remember after taking an asynchronous, on-site academic library tour?" Qualitative analysis finds that, while students value library study spaces, they also report predominantly positive feelings about the library and the tour itself. This research suggests that technical affordances can mitigate some historical drawbacks of tours while offering students a valuable library instruction experience.

Applying Human Information Behavior & Technology Perceptions: To Enhance Library Educational Instruction, Alexis Bohlander

Foley Library Scholarship

The poster will highlight research on human information behavior and how understanding human perceptions of technology and how the public uses it can help libraries improve public services and instruction. The poster will display data using charts and graphs so that different demographic data is represented visually and in an easy-to-digest way. The presentation will demonstrate how, by understanding library patrons' perceptions of technology, librarians will be able to curate instruction to meet library users and community members where they are. It will also help librarians to better understand why patrons search the way they do and how to improve …

Managing Evidence Synthesis Services In Engineering Libraries, Anne E. Rauh, Amy S. Van Epps, John J. Meier

Librarian Publications

No abstract provided.

Incorporating Generative Ai Into Research Consultations: Opportunities, Challenges, And Best Practices, Aleshia A. Huber

Library Scholarship

With the rapid rise of generative AI tools, academic librarians have new opportunities to enhance research consultations and support student learning. This poster shares strategies for incorporating freely available AI tools into one-on-one and small group consultations, emphasizing their use in brainstorming, refining research questions, and improving search strategies. It also addresses how to guide students in evaluating AI-generated content critically and ethically. Based on the experiences of an academic engineering librarian, this poster presents practical examples, highlights successes and limitations, and offers best practices for librarians looking to thoughtfully integrate no-cost AI tools into their own practice.

Library Resources @ The D'Azzo Research Library, Sara Craycraft

AFIT Library Knowledge Base

No abstract provided.

The Spring 2025 Issue, Destiny Dehart, Laura K. Clark Hunt, Crystal Walker, Austin Bello, Lauren Nimon-Viola, Sarah Gonzalez

Fonds and Feathers

This issue, edited by Destiny DeHart, features “Advances in Storytelling” by Assistant Professor Laura K. Clark Hunt, Ph.D., “Evolving Storytelling in Libraries: Project Techne” by Crystal Walker, “Who’s Rewriting History” by Austin Bello, “Soldiers in Disguise: Women’s Stories from the Civil War” by Lauren Viola, “Once Upon a Map: Storytelling in Libraries with ARCGIS Storymaps” by Sara Gonzalez, “Mold in the Archives: How Bias Influences Stories” by Destiny DeHart, and interview with managing reference archivist Devin McGeehan Muchmore of the GLBT Historical Society. In addition, upcoming conferences are listed. A list of students who will graduate in December 2024 with …

Library Workshop On How To Build Effective Prompts In Ai Generators, Daniel G. Kipnis, Erin O'Neill

Libraries Scholarship

The STEM librarian and IT communications director at an public university created a hands-on workshop on prompt engineering. Covering ethical concerns and limitations, data privacy issues and prompt frameworks and techniques, the session concludes in a collaborative exercise where participants refine a basic prompt and compare Microsoft Copilot’s responses. This interactive approach helps attendees learn from peers while observing how small refinements impact AI-generated outputs.

Presentation: Generative AI in Libraries (GAIL) conference (https://shsulibraryguides.org/genailibraries/schedule)

Navigating Campus Partners, Dymond Bush, Sarah Campbell, Olivia Seymour

Library Staff Publications, Presentations & Journal Articles

Demonstrating the value of the library’s resources to campus partners can be challenging for librarians. In this session, learn how Bryant University Research and Instruction Librarian Dymond Bush built relationships with the Athletics Department to bring this community into the library. Olivia Jones with Salve Regina University’s McKillop Library will discuss her partnership with the Office of Multicultural Programs and Retention and their Inclusive Reading Club. Sarah Campbell, Research and Instruction librarian at JWU will explore how developing partnerships with the graphic design department and the Center for Teaching and Learning created new opportunities for instruction and pedagogy-focused professional development. …

A Year Of Designing And Revising Instruction With Chatgpt:​Leveraging Ai For Information Literacy Instruction Using The Parts Approach, Omer Farooq

Criss Library Faculty Proceedings & Presentations

No abstract provided.

Mulberry Leaf Disease Detection By Cnn-Vit With Xai Integration, Mohammad Asif Hasan, Fariha Haque, Hasan Sarker, Rafae Abdullah, Tonmoy Roy, Nishat Taaha, Yeasin Arafat, Abdul Karim Patwary, Mominul Ahsan, Julfikar Haider

Instructional Technology and Learning Sciences Faculty Publications

Mulberry leaf disease detection is vital for maintaining the health and productivity of mulberry crops. In this paper, a novel approach was proposed by integrating explainable artificial intelligence (XAI) techniques with a convolutional neural network (CNN) and vision transformer (ViT) for effective mulberry leaf disease classification with three disease classes. Initially, in this proposed CNN-ViT model, features are extracted using a customized CNN architecture, and then the extracted features are fed into ViT for leaf disease classification in a more streamlined approach. The CNN-ViT model achieved promising results with a projection dimension of 64, utilizing 8 heads and 8 transformer …

New Definitions Of Library Use: Experimentation, Discovery, And Creation (Edc) Within A Library, Holt Zaugg

Faculty Publications

Why did you do this activity, project, or research?

Over the last decade, libraries have shifted from being primarily repositories for information and resources to active learning centers. Physical resources (e.g., books, journals, manuscripts) have moved to online access. Librarian roles have adjusted how they help patrons find and access resources in their local library and beyond, resulting in impactful input on research, learning, and scholarly endeavors. Additionally, due to a reduced need for storing materials, libraries have developed collaborative and innovative spaces to meet patrons’ needs. These spaces include group study rooms, experiential studios, makerspaces, green rooms, and podcast …

Arts-Based Sustainability: From New York To Malawi, Martha B. Lerski

Publications and Research

Recognizing that libraries serve multiple constituencies and subject areas, this chapter documents and advocates for development of transdisciplinary arts-based research (ABR) and culture-related projects linked to environmental challenges. Libraries contribute collections and spaces, as well as the research of library and information scientists. Libraries are currently among invisible contributors to sustainability planning and services. The chapter will link this invisibility to the value of what visual arts refer to as negative space elements in subjects ranging from traditional ecological knowledge to environmental science. Library collections, projects, and research contribute to education for sustainable development (ESD) as required to achieve the …

Why University Libraries Should Not Overlook Research Staff, Bella Ratmelia

Research Collection Library

In a commentary, the uthor noted that university libraries often overlook research staff due to the transitory nature of these roles. She emphasised that these staff are key drivers of research productivity, bringing specialised skills and adaptability to evolving methodologies. To better support them, the author urged libraries to engage research staff through initiatives like SMU’s workshops co-taught by librarians and researchers and the SMU Researcher Club, which fosters their professional and personal growth while building future collaborations across academia and industry

Ai Assisted Literature Review Tools For Undergraduates: Restrict, Embrace Or Curate?, Aaron Tay

Research Collection Library

As AI-driven literature review tools become widespread, academic librarians must grapple with a fundamental question—should we ban these tools, selectively curate their use, or embrace them fully? This keynote explores the three competing schools of thought shaping AI’s role in undergraduate literature reviews.

The Restrict school argues that students who have not proven capable of writing quality literature review should be restricted from use of such tools. Much like handing a preschooler a calculator before they understand basic arithmetic will affect the learning of arithmetic, premature use of such tools has the potential to shortcut the research learning process. If …

Prompt Engineering In Primo Research Assistant Vs. Llms, Benjamin L. Hockenberry

Lavery Library Faculty/Staff Publications

The recently-released generative artificial intelligence integration in Ex Libris Primo VE uses a different model than users may be used to. In this session, we will explore techniques to tailor results in the Primo AI assistant, with its limitations and opportunities, and how to supplement it with broader LLMs like ChatGPT, CoPilot, Gemini, and Claude.

Technical Communication Instruction Partnership With Engineering Faculty, Ashley S. Mcguire, Michael M. Lipscomb

Libraries Professional Work

Graduate students in STEM fields are often expected to communicate – both in writing and orally – at a professional level by the time they submit their theses and dissertations. Unfortunately, many graduate students lack opportunities to learn how to do that in a STEM setting. An informal review of US programs revealed that many offer writing courses modeled on traditional composition courses, which are not necessarily directed to the needs of STEM students. Further, many of these courses provide a series of isolated learning modules with little continuity or encouragement to revise and in which technological writing assistance is …

The Impact Of Ai Bots And Crawlers On Open Repositories: Results Of A Coar Survey, April 2025, Kathleen Shearer, Paul Walk

Copyright, Fair Use, Scholarly Communication, etc.

There are a growing number of AI bots crawling repositories. These automated bots, or crawlers, navigate the internet, gathering data and indexing information for search engines, AI and large language models, and other purposes. While some bots are rather innocuous, others are sufficiently aggressive that they are increasingly causing service disruptions in repositories (and other scholarly communications infrastructures). To learn more about the current state and gain a better understanding about the impact of bots and crawlers on repositories, COAR distributed a survey to members in April 2025. The survey received 66 responses from repositories around the world (22 from …

What Language Are We Speaking?: Marketing Information Literacy On University Library Websites, Aleksandar Golijanin

Communications in Information Literacy

This study investigates how Canadian university libraries communicate information literacy (IL) to non-library faculty members on faculty-facing web pages. A content analysis was conducted of websites from institutions affiliated with the Canadian Association of Research Libraries (n = 25) to identify trends in the terminology used to describe IL. The findings reveal that the term "information literacy" appears with varying frequency across website headings, subheadings and body text, while terms like “research skills” and “critical information use” may appear in its stead. University libraries may intentionally be employing these terms to enhance faculty engagement in response to the existing …

Generative Ai For College Students: A Collaboratively Developed Online Microcourse On Genai In The College Classroom, Amber Willenborg, Tessa Withorn

Communications in Information Literacy

Academic libraries have taken a variety of approaches to addressing the opportunities and challenges of generative artificial intelligence (GenAI) in higher education. For universities that have no standard policy around GenAI, instructors are left with little guidance on how to teach students about GenAI in the classroom and may have varying levels of comfort with GenAI and its applications. To address the need for more instruction around GenAI, a team of librarians and university writing center and digital media suite staff took an innovative approach to teaching AI literacy by creating a six-lesson microcourse in their learning management system all …

Fact-Checking As A Multi-Step Process: From Ambiguity Resolution To Claim Validation, Wenbo Wang

Dissertations

The spread of misinformation and disinformation has become a major concern, particularly with the rise of social media as a primary source of information for many people. Fact-checking—the process of verifying claims against credible evidence—has emerged as a critical safeguard against misinformation. Yet, the task is fraught with challenges: claims are often ambiguous, context-dependent, or composed of multiple intertwined assertions, while automated systems struggle to replicate the nuanced reasoning of human experts. This dissertation addresses these challenges by reimagining fact-checking as a multi-step, knowledge-guided process that systematically resolves ambiguity, decomposes complexity, and validates claims through structured reasoning. Additionally, the proposed …

Co-Creating Ai Learning Solutions: A Qualitative Analysis Of Student And Faculty Deliverables In An Algorithmic Literacy Learning Community, Samantha Legrand, Zoeanna Mayhook, Jing Lu

Libraries Faculty and Staff Scholarship and Research

This research describes the conceptual development and insights from implementation of Partners for Algorithmic Literacy (PAL) - a groundbreaking student-faculty learning community model, facilitated by academic librarians, where undergraduates and instructors partner to co-design curricular plans integrating or interrogating AI in the classroom. In the fall of 2023 and 2024, two cohorts in this learning community were partnered. In weekly sessions, partners experimented with AI tools and engaged PAL’s novel Algorithmic Literacy Pedagogy Framework to guide their conversations and co-design process.

Employing qualitative content analysis, an in-depth exploration is underway to glean valuable insights from the student-faculty partners’ personal reflections, …

Selected Artificial Intelligence Provisions In U.S. Fiscal Year 2025 National Defense Authorization Act, Bert Chapman

Libraries Faculty and Staff Presentations

The 2025 Fiscal Year National Defense Authorization Act contains multiple provisions relating to artificial intelligence (AI). These congressionally mandated provisions direct various sections of the Department of Defense (DOD) and individual U.S. armed service branches to execute congressional intent for AI policymaking. Examples of such intent include identifying and planning DOD's AI workforce, demonstrating AI biotechnology applications for national security, improving the human usability of AI systems, and establishing an AI security center. This presentation will note that reports on these initiatives must be prepared for relevant congressional oversight committees, and, in many cases, are in many cases, publicly released …

An End-To-End Concatenated Cnn Attention Model For The Classification Of Lung Cancer With Xai Techniques, Fariha Haque, Mohammad Asif Hasan, Md. Abu Ismali Siddique, Tonmoy Roy, Tonmoy Kanti Shaha, Yamina Islam, Avijit Paul, Muhammad E. H. Chowdhury

Instructional Technology and Learning Sciences Faculty Publications

In the field of medical imaging, deep learning (DL) techniques have made significant contributions to the detection and classification of various cancers. Identifying the precise regions in medical images containing cancerous cells plays a crucial role in the diagnostic process. Early and accurate cancer detection is essential for effective treatment and improved patient outcomes. However, manual diagnosis is labor-intensive, requiring the specialized expertise of radiologists, and the increasing number of cancer cases presents challenges in processing large volumes of image data efficiently. To address these challenges, an end-to-end concatenated Convolutional Neural Network (CNN) attention model has been proposed for automatic …

Ai And Ethical Use Implication For Research, Kelley Plass, Sierra Campbell

May Institute

Artificial intelligence (AI) is becoming increasingly integrated into our daily lives, especially for students. While there are valid debates about the advantages and disadvantages of students using AI for their assignments, such as comparing tools like Grammarly and ChatGPT, one aspect that often goes unexamined is the information sources that AI relies on. AI is now integrated into search engines like Google and Bing, making it accessible to everyone. Additionally, with the emergence of AI research tools like ResearchRabbit, AI's role in everyday activities continues to expand beyond easily accessible resources such as subscription databases. AI is now an optional …

Mfgat: Map-Free Trajectory Prediction With Graph Attention Networks For Autonomous Vehicles, Zehra Gunindi

UNLV Theses, Dissertations, Professional Papers, and Capstones

Accurate trajectory prediction is a key component for ensuring safe and efficient navigation of autonomous vehicles in complex traffic scenarios. While traditional methods rely heavily on high-definition (HD) maps, these approaches face significant challenges, including high costs, limited availability, and susceptibility to rapid obsolescence. This thesis proposes an end-to-end, map-free trajectory prediction model that leverages Graph Attention Networks (GAT) to dynamically capture spatial-temporal interactions among road agents, eliminating the need for HD maps.The research introduces UNLVTraj, a novel LiDAR-based dataset collected around the University of Nevada, Las Vegas campus, specifically along Cottage Grove Street, Harmon Avenue, and Maryland Parkway. This …

From Paywalls To Practice: Accessing And Using Evidence For Community Impact, Jayme Walters, Becky Thoms, Kacy Lundstrom, Rachel Blume

Utah Conference on Community Engagement

Leaders and practitioners have a responsibility to utilize reputable, up-to-date research to inform their work in communities. However, peer-reviewed literature is often hidden behind paywalls, with an average cost of $30-$50 per article. An increase in predatory publishing has also made it difficult for readers to decipher reliable articles from those that are of poor quality. Additionally, even when openly accessible to readers, peer-reviewed articles are generally written by academic researchers for other academic researchers, resulting in articles that are too dense both in length and readability. This workshop will equip participants with practical strategies for locating and identifying quality, …

Degrees In Action: Utilizing Public Relations Students' Expertise To Expand The Reach Of Oer, Taylor "Lainie" Allen, Shelley Wigley

UTA Libraries Staff Publications - Archive

Students' expertise plays a crucial role in promoting Open Educational Resources (OER). The “Degrees in Action: Utilizing Public Relations Students' Expertise to Expand the Reach of OER” poser presentation highlights a collaboration between a Public Relations (PR) Campaigns Course and OER and Digital Scholarship Department. PR students were empowered to apply their skills in developing and executing a public awareness campaign that highlighted the benefits and availability of OER on the University of Texas in Arlington campus.

Through strategic planning, creative messaging, event coordination, and student/faculty surveys, the PR students gained hands-on experience in communication and advocacy while addressing the …