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</div> </div></header> <main id="section-content" class="section section-content" role="main"> <div id="section-content-inner"> <div id="zone-menu-wrapper" class="zone-wrapper zone-menu-wrapper clearfix"> <div id="zone-menu" class="zone zone-menu clearfix yale-standard-menu container-12"> <div id="original-main-nav-wrapper"> <div id="original-main-nav" data-set="append-main-nav"> <div id="main-nav"> <div class="grid-12 region region-menu" id="region-menu"> <div class="region-inner region-menu-inner"> <nav id="main-menu-navigation" role="navigation" aria-label="Main Menu" class="navigation"> </nav> </div> </div> </div> </div> </div> </div> </div> <div id="zone-content-wrapper" class="zone-wrapper zone-content-wrapper clearfix"> <div id="zone-content" class="zone zone-content clearfix container-12"> <div id="moved-sidenav-wrapper" class="moved-sidenav-wrapper grid-12"> <div id="moved-sidenav" class="moved-sidenav" data-set="append-sidenav"></div> </div> <div class="grid-12 region region-content" id="region-content"> <div class="region-inner region-content-inner"> <a id="main-content" tabindex="-1"></a> <div class="breadcrumb"><a href="/help-and-research-support">Help and Research Support</a> / Using AI in Research</div> <h1 class="title" id="page-title">Using AI in Research </h1> <div class="block block-system block-main block-system-main odd block-without-title" id="block-system-main"> <div class="block-inner clearfix"> <div class="content clearfix"> <div about="/help-and-research-support/research-support/using-ai-research" typeof="foaf:Document" id="node-page-2475" class="ds-2col-stacked-fluid node node-page view-mode-full node-published node-not-promoted node-not-sticky author-21620 odd clearfix clearfix"> <div class="group-header"> </div> <div class="group-left"> <div class="paragraphs-items paragraphs-items-field-main-content paragraphs-items-field-main-content-full paragraphs-items-full" class="paragraphs-items paragraphs-items-field-main-content paragraphs-items-field-main-content-full paragraphs-items-full"> <div class="field field-name-field-main-content field-type-paragraphs field-label-hidden"><div class="field-items"><div class="field-item even"><div about="" typeof="" class="ds-1col entity entity-paragraphs-item paragraphs-item-body view-mode-full clearfix"> <div class="field field-name-field-body field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even"><p><img alt="Two people consulting about AI" src="/sites/default/files/files/DHLab_edited%281%29.jpg" style="width:1577px; height:682px" width="1577" height="682" /></p> <p class="intro">How we can help: literacy, learning, and engagement</p> <p>At Yale Library, we offer support and AI-powered tools to improve access to collections and unlock new research possibilities. We can help you get started with AI, evaluate the outputs of AI systems, and provide tailored advice on effectively integrating AI tools into your research, teaching, and learning. Whether you are embarking on your first AI project or seeking to deepen your understanding of AI’s potential, we are here to support you. Let us help you build AI fluencies, thoughtfully integrate AI into your work, and connect you with others working in similar areas.</p> </div></div></div></div> </div><div class="field-item odd"><div about="" typeof="" class="ds-1col entity entity-paragraphs-item paragraphs-item-body view-mode-full clearfix"> <h2 class="pg-title" >AI Literacy Framework for Teaching</h2><div class="field field-name-field-body field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even"><p>Faculty are invited to use this <a href="/sites/default/files/files/2025_01_08_AI_Literacy_Framework.pdf">AI Literacy Framework</a> to design courses that encourage students to engage with Generative AI (GAI) applications effectively and ethically.</p> <p>The framework identifies four cognitive domains of GAI literacy that support and reinforce one another, describes student competencies in each domain, and offers sample course activities. To identify tools for use in examples or assignments, see <a href="https://ai.yale.edu/">AI at Yale website</a>.</p> <p>The AI Literacy Framework is a collaboration of Yale Library and the <a data-outlook-id="037bf49f-4909-471a-be61-21ae1e97f182" href="https://poorvucenter.yale.edu/" title="https://poorvucenter.yale.edu/">Poorvu Center</a>. We welcome your questions, comments, or suggestions to Lauren Di Monte, <a href="&#109;&#97;&#105;&#108;&#116;&#111;&#58;&#108;&#97;&#117;&#114;&#101;&#110;&#46;&#100;&#105;&#109;&#111;&#110;&#116;&#101;&#64;&#121;&#97;&#108;&#101;&#46;&#101;&#100;&#117;">&#108;&#97;&#117;&#114;&#101;&#110;&#46;&#100;&#105;&#109;&#111;&#110;&#116;&#101;&#64;&#121;&#97;&#108;&#101;&#46;&#101;&#100;&#117;</a>.</p> </div></div></div></div> </div><div class="field-item even"><div about="" typeof="" class="ds-1col entity entity-paragraphs-item paragraphs-item-body view-mode-full clearfix"> <h2 class="pg-title" >Workshops and Instruction</h2><div class="field field-name-field-body field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even"><div>AI instruction sessions recently offered by Yale Library include:</div> <ul> <li><a href="https://yaleconnect.yale.edu/dhlab/rsvp_boot?id=2284789">Coding with Clarity: Best Practices for Generating Scripts</a></li> <li><a href="https://yaleconnect.yale.edu/dhlab/rsvp_boot?id=2281748">Deep Learning for Digital Humanists</a></li> <li><a href="https://yaleconnect.yale.edu/dhlab/rsvp_boot?id=2182319">Text Mining: Methods, Ethics, and Where to Start</a></li> <li><a href="https://yaleconnect.yale.edu/dhlab/rsvp_boot?id=2281743">AI tools for Creative Practice: How to Become an Informed Creator and Consumer of AI-generated Images</a></li> <li><a href="https://schedule.yale.edu/event/11285811">Introduction to Machine Learning Using ArcGIS Pro</a></li> <li><a href="https://schedule.yale.edu/event/13311133">Research and Writing through an AI Lens: The Potential and the Pitfalls</a></li> </ul> <p>If you would be interested in attending future sessions of any of these, or to suggest other instruction topics, please contact us at <a href="&#109;&#97;&#105;&#108;&#116;&#111;&#58;&#108;&#97;&#117;&#114;&#101;&#110;&#46;&#100;&#105;&#109;&#111;&#110;&#116;&#101;&#64;&#121;&#97;&#108;&#101;&#46;&#101;&#100;&#117;">&#108;&#97;&#117;&#114;&#101;&#110;&#46;&#100;&#105;&#109;&#111;&#110;&#116;&#101;&#64;&#121;&#97;&#108;&#101;&#46;&#101;&#100;&#117;</a>. Share your suggestions for this page, and other AI programming you&#8217;d like to see the library offer. We are interested in hearing about your AI experiences to date, and how we can best support you. We welcome and appreciate all feedback.</p> <p><strong>Interested in upcoming workshops?</strong> <a href="https://subscribe.yale.edu/browse?search=digital+humanities">Sign up for the DHLab&#8217;s newsletter</a>.</p> </div></div></div></div> </div><div class="field-item odd"><div about="" typeof="" class="ds-1col entity entity-paragraphs-item paragraphs-item-body view-mode-full clearfix"> <h2 class="pg-title" >Yale Library AI Initiatives</h2><div class="field field-name-field-body field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even"><h3>About Artificial Intelligence</h3> <p>Artificial Intelligence (AI) refers to the simulation of human intelligence in machines that are programmed to think and learn like humans. Common AI tasks include problem-solving, understanding natural language, recognizing patterns, and making decisions. AI systems are typically designed to perform tasks that usually require human intelligence, such as visual perception, speech recognition, decision-making, and language translation.</p> <h3>Our Goals for the Future</h3> <p>Recognizing the enormous potential and opportunities of AI, as well as the many questions still to be answered, Yale Library’s work in AI is guided by these goals:</p> <ul> <li>Promote the <strong>ethical</strong> and <strong>effective</strong> use of AI in research and learning</li> <li>Use AI to <strong>enhance</strong> library services and <strong>increase</strong> engagement with collections</li> <li>Meaningfully <strong>contribute</strong> to Yale’s leadership in AI</li> <li>Support and enhance <strong>AI literacy</strong> for Yale students, faculty, and staff</li> </ul> <p>Academic disciplines and departments as well as individual faculty differ widely in the ways they use AI. For an overview of AI research, current uses, and goals at Yale, read the <a data-outlook-id="5339e378-66bb-49b4-9d5d-04f341124fa9" href="https://provost.yale.edu/sites/default/files/files/Yale%20Task%20Force%20on%20AI%20Report%20FINAL.pdf" title="https://provost.yale.edu/sites/default/files/files/Yale%20Task%20Force%20on%20AI%20Report%20FINAL.pdf">June 2024 report of the Yale Task Force on AI</a>. If you have specific questions about permissible uses of AI in class assignments, contact your course instructor. </p> </div></div></div></div> </div><div class="field-item even"><div about="" typeof="" id="accordion-674" class="ds-1col entity entity-paragraphs-item paragraphs-item-accordion view-mode-full clearfix"> <div class="content"> <div class="paragraphs-items paragraphs-items-field-accordion-items paragraphs-items-field-accordion-items-full paragraphs-items-full" class="paragraphs-items paragraphs-items-field-accordion-items paragraphs-items-field-accordion-items-full paragraphs-items-full"> <div class="field field-name-field-accordion-items field-type-paragraphs field-label-hidden"><div class="field-items"><div class="field-item even"><details about="" typeof="" id="accordion_item-670" class="ds-1col entity entity-paragraphs-item paragraphs-item-accordion-item view-mode-full clearfix"> <summary> <span class="field field-name-field-pg-heading field-type-text field-label-hidden"> AI Research in Digital Collections </span> </summary> <div class="field field-name-field-body field-type-text-long field-label-hidden"> <h4>Digital Collection Application (in development; seeking instructors to collaborate)</h4> <div>Yale Library is developing an AI application that allows researchers to pull items from <a href="https://collections.library.yale.edu/">Digital Collections</a> and apply Large Language Models (LLMs) to perform tasks like summarization, translation, and entity extraction. Although it&#8217;s still in a beta phase,  this application shows potential to transform research in Yale Library&#8217;s large and rapidly growing digital collections. The library is looking to partner with instructors to help test the application&#8217;s functionality and shape its development. Interested instructors may with to use the tool to support their students’ engagement with digitized special collections, or to help students learn more about how LLMs work. Are you an instructor who would like to help us take the application to the next level? We can provide you with funding for a research assistant to support integrating the application to a course. Contact Lauren Di Monte at <a href="&#109;&#97;&#105;&#108;&#116;&#111;&#58;&#108;&#97;&#117;&#114;&#101;&#110;&#46;&#100;&#105;&#109;&#111;&#110;&#116;&#101;&#64;&#121;&#97;&#108;&#101;&#46;&#101;&#100;&#117;">&#108;&#97;&#117;&#114;&#101;&#110;&#46;&#100;&#105;&#109;&#111;&#110;&#116;&#101;&#64;&#121;&#97;&#108;&#101;&#46;&#101;&#100;&#117;</a> for more information.</div> <div> </div> <h4> </h4> </div> </details> </div><div class="field-item odd"><details about="" typeof="" id="accordion_item-671" class="ds-1col entity entity-paragraphs-item paragraphs-item-accordion-item view-mode-full clearfix"> <summary> <span class="field field-name-field-pg-heading field-type-text field-label-hidden"> AI and Environmental Sustainability </span> </summary> <div class="field field-name-field-body field-type-text-long field-label-hidden"> <h4>Use of TinyML</h4> <p>The library is convening conversations and explorations around the use of TinyML, a type of machine learning that allows models to run on smaller, less powerful devices. This is part of an effort to explore more sustainable ways of using AI tools for research, and it continues conversations already happening in Digital Humanities around minimal computing.</p> </div> </details> </div><div class="field-item even"><details about="" typeof="" id="accordion_item-672" class="ds-1col entity entity-paragraphs-item paragraphs-item-accordion-item view-mode-full clearfix"> <summary> <span class="field field-name-field-pg-heading field-type-text field-label-hidden"> Computational Methods and Data Support </span> </summary> <div class="field field-name-field-body field-type-text-long field-label-hidden"> <h4>Using and Developing AI Tools</h4> <p>The Computational Methods and Data team offering help and expertise on using AI tools and developing AI tools for research. Students and researchers can use the DH Lab’s Machine Learning Cube, which can support GPU-accelerated machine learning projects. The team has also created the <a href="https://guides.library.yale.edu/dh/machinelearning">Resources for Digital Humanities: Machine Learning Words and Concepts</a> guide, and is expanding its program of AI-related instruction. </p> </div> </details> </div><div class="field-item odd"><details about="" typeof="" id="accordion_item-673" class="ds-1col entity entity-paragraphs-item paragraphs-item-accordion-item view-mode-full clearfix"> <summary> <span class="field field-name-field-pg-heading field-type-text field-label-hidden"> Library Staff Initiatives </span> </summary> <div class="field field-name-field-body field-type-text-long field-label-hidden"> <h4>Organizational Learning</h4> <p>Library staff are engaging in research, learning, and projects to understand how AI might impact library work in areas like metadata, evidence synthesis, provenance research, and resource discovery.</p> <div>Also in development is an organizational learning plan that will maximize staff readiness to engage with AI across Yale Library. The program is designed to:</div> <ul> <li>Build shared knowledge and a shared vocabulary around AI concepts, tools, methods, and outputs</li> <li>Motivate staff to explore the implications of AI within their domains and for current practices</li> <li>Surface new or priority areas of organizational learning and development related to AI</li> <li>Contribute towards the development of an AI competency framework for Yale Library </li> </ul> <div> <h4>AI Support Triage Model (in development)</h4> <div>The library is collaborating with the Poorvu Center for Teaching and Learning on a triage model to improve support for faculty and students through shared review and responses to questions. </div> </div> </div> </details> </div></div></div></div> </div> </div> </div><div class="field-item odd"><div about="" typeof="" class="ds-1col entity entity-paragraphs-item paragraphs-item-view-listing view-mode-full clearfix"> <div class="group-pg-heading-group field-group-div"><h2 class="pg-title">Related News</h2></div><div class="field field-name-field-view field-type-viewfield field-label-hidden"><div class="field-items"><div class="field-item even"><div class="view view-news view-id-news view-display-id-block_13 teaser-list view-dom-id-a95369d4841c57d586f6d870b63f2be2"> <div class="view-content"> <table role="presentation" class="views-view-grid cols-4" class="views-view-grid"> <tbody> <tr class="row-1 row-first row-last"> <td class="col-1 col-first"> <div about="/news/library-hosts-jan-14-presentation-instructors-new-ai-research-tool-and-funding" typeof="sioc:Item foaf:Document" id="node-news-2494" class="ds-1col node node-news view-mode-card_alt node-published node-not-promoted node-not-sticky author-17 even clearfix clearfix"> <div class="field field-name-field-news-image field-type-image field-label-hidden"><div class="field-items"><div class="field-item even"><a href="/news/library-hosts-jan-14-presentation-instructors-new-ai-research-tool-and-funding"><img typeof="foaf:Image" src="https://library.yale.edu/sites/default/files/styles/news_card/public/ai_workshop_0.jpg?itok=jwcMscMC" width="325" height="185" alt="" /></a></div></div></div><div class="field field-name-title field-type-ds field-label-hidden"><div class="field-items"><div class="field-item even" property="dc:title"><h3><a href="/news/library-hosts-jan-14-presentation-instructors-new-ai-research-tool-and-funding">Library hosts Jan. 14 presentation for instructors on new AI research tool and funding </a></h3></div></div></div><div class="field field-name-field-date field-type-datetime field-label-hidden"><div class="field-items"><div class="field-item even"><span class="date-display-single" property="dc:date" datatype="xsd:dateTime" content="2024-12-10T00:00:00-05:00">December 10, 2024</span></div></div></div></div> </td> <td class="col-2"> <div about="/news/yale-library-developing-ai-application-could-transform-research-digitized-collections" typeof="sioc:Item foaf:Document" id="node-news-2469" class="ds-1col node node-news view-mode-card_alt node-published node-not-promoted node-not-sticky author-13032 odd clearfix clearfix"> <div class="field field-name-field-news-image field-type-image field-label-hidden"><div class="field-items"><div class="field-item even"><a href="/news/yale-library-developing-ai-application-could-transform-research-digitized-collections"><img typeof="foaf:Image" src="https://library.yale.edu/sites/default/files/styles/news_card/public/ai-laptop4_edited.jpg.jpeg?itok=Il3m6J0X" width="325" height="185" alt="" title="Screenshot of page of prototype, Digital Collections AI" /></a></div></div></div><div class="field field-name-title field-type-ds field-label-hidden"><div class="field-items"><div class="field-item even" property="dc:title"><h3><a href="/news/yale-library-developing-ai-application-could-transform-research-digitized-collections">Yale Library is developing an AI application that could transform research in digitized collections</a></h3></div></div></div><div class="field field-name-field-date field-type-datetime field-label-hidden"><div class="field-items"><div class="field-item even"><span class="date-display-single" property="dc:date" datatype="xsd:dateTime" content="2024-11-25T00:00:00-05:00">November 25, 2024</span></div></div></div></div> </td> <td class="col-3"> <div about="/news/library-joins-academic-partners-two-year-project-assess-yales-ai-readiness" typeof="sioc:Item foaf:Document" id="node-news-1355" class="ds-1col node node-news view-mode-card_alt node-published node-not-promoted node-not-sticky author-13032 even clearfix clearfix"> <div class="field field-name-field-news-image field-type-image field-label-hidden"><div class="field-items"><div class="field-item even"><a href="/news/library-joins-academic-partners-two-year-project-assess-yales-ai-readiness"><img typeof="foaf:Image" src="https://library.yale.edu/sites/default/files/styles/news_card/public/ai-laptop.jpg?itok=qsbt9nMZ" width="325" height="185" alt="Two hands poised over the keyboard of a laptop, with reflections of colored lights and white light streaks across blurred image" /></a></div></div></div><div class="field field-name-title field-type-ds field-label-hidden"><div class="field-items"><div class="field-item even" property="dc:title"><h3><a href="/news/library-joins-academic-partners-two-year-project-assess-yales-ai-readiness">Library joins academic partners in a two-year project to assess Yale’s “AI-readiness”</a></h3></div></div></div><div class="field field-name-field-date field-type-datetime field-label-hidden"><div class="field-items"><div class="field-item even"><span class="date-display-single" property="dc:date" datatype="xsd:dateTime" 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