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column; } */ /* .latest-3-posts .news { gap: 48px; } .latest-3-posts .custom-post-layout { width: 100%; } .no-wrap { flex-wrap: nowrap !important; } } */ /* @media screen and (max-width: 650px) { .team-bgr-img img { height: 65px; object-fit: cover; } } */ /*timeline*/ /* .timeline-container { position: relative; width: 100%; margin-top: 0; } .timeline-item { position: relative; padding-left: 40px; margin-bottom: 140px !important; margin-top: 0; } .timeline-line { position: absolute; left: 50px; top: 0; width: 2px; background: #A4DEDB; padding-top: 12px; } .timeline-line-inner { width: 100%; height: 0; background: black; transition: height 0.1s ease-out; } .timeline-dot { width: 22px; background-color: #E8F7F6; } .timeline-dot img { width: 22px; height: 22px; background-color: #E8F7F6; margin: 6px 0; } @media (max-width: 1024px) and (min-width: 768px) { .timeline-cols .wp-block-column { flex-basis: 50% !important; } .timeline-line { left: 10px; } .timeline-item { padding-left: 0; margin-bottom: 80px !important; } .timeline-item:last-child { margin-bottom: 0 !important; } } @media screen and (max-width: 768px) { .timeline-item { margin-bottom: 34px !important; } .timeline-item:last-child { margin-bottom: 0 !important; } } /*vertical timeline*/ /*.timeline-container.vertical { position: relative; width: 100%; margin-top: 0; gap: 16px; } .vertical-timeline-item { position: relative; margin-top: 0; } .timeline-container.vertical .small-h4 { margin-bottom: 10px; font-family: "Inter", sans-serif; font-weight: 700; font-size: 1.25rem !important; line-height: 1.875rem!important; } .timeline-border { position: relative; } .timeline-border:before { content: ""; position: absolute; top: 10px; right: 60px; left: 0; width: calc(100% - 60px); height: 2px; background-color: #A4DEDB; z-index: 1; } .timeline-container.vertical .timeline-dot { width: 30px; } .timeline-container.vertical .timeline-dot img { margin: 0 0 32px 0; z-index: 2; position: relative; padding: 0 4px; width: 30px; height: 26px; } @media (max-width: 1024px) and (min-width: 768px) { .timeline-cols .wp-block-column { flex-basis: 50% !important; } .timeline-line { left: 10px; } .timeline-item { padding-left: 0; margin-bottom: 80px !important; } .timeline-item:last-child { margin-bottom: 0 !important; } } @media screen and (max-width: 768px) { .timeline-item { margin-bottom: 34px !important; } .timeline-item:last-child { margin-bottom: 0 !important; } } */ /*end timelines*/ /*partners slider*/ /* .partners-slider { background-color: transparent; padding: 64px 0 !important; margin-bottom: 48px !important; } .partners-slider .slick-dots { bottom: 0; } .partners-slider article { flex-direction: column; } .partners-slider .slick-slide { margin: 0 16px; } .partners-slider .slick-list { margin: 0 -16px; } */ /* .blog-featured-slider.partners-slider .slick-track { display: flex; gap: 32px; } */ /* .partners-slider .post-title { margin-top: 0; } .partners-slider .read-more { text-decoration: none; } */ /*Careers main*/ /* .careers-main-hero { padding-top: 128px !important; position: relative; } .careers-main-hero:before { content: ""; position: absolute; top: -24%; background-image: url('/wp-content/uploads/2024/08/ontotext-careers-hero.svg'); background-size: 100%; background-repeat: no-repeat; display: inline-block; width: 100vw; height: 100%; z-index: -1; left: 50%; transform: translateX(-50%); } .icon-txt-field { grid-template-columns: 24px auto !important; justify-content: center; } .icon-txt-field .wp-block-media-text__content { padding-left: 8px !important; } .icon-txt-field .wp-block-media-text__content p { margin: 0; } .icon-txt-field .wp-block-media-text__media img { width: 24px; } .careers-teams-single { background-color: #EFF6FF; border-radius: 24px; padding: 32px; } .careers-teams-single .careers-team-img { margin-bottom: 16px; } .careers-team-section .wp-block-columns:last-child { justify-content: center; } */ /*testimonials slider*/ /* .testimonials-slider { justify-content: center; display: flex; margin-bottom: 0 !important; } .testimonial-item .quote, .testimonial-item .person-info { flex-grow: 1; display: flex; margin-bottom: 0; } .testimonial-item { background-color: #fff; border-radius: 16px; padding: 24px; margin: 0 12px; } .testimonial-item .quote { color: var(--ast-global-color-0); font-size: 1.125rem; line-height: 1.75rem; font-weight: 500; } .testimonials-slider:has(.slick-dots li:only-child) .slick-dots { display: none; } .testimonials-slider:has(.slick-dots li:only-child) .slick-track { margin-bottom: 0; } .person-info { gap: 16px; align-items: flex-end; } .person-info img { width: 48px; height: 48px; border-radius: 64px; } .testimonial-item .name { font-weight: 600; color: var(--ast-global-color-0); margin-bottom: 0; } .testimonial-item .position { font-size: 0.875rem; line-height: 1.25rem; color: var(--ast-global-color-0); } .testimonial-item { display: flex; flex-direction: column; justify-content: space-between; height: 100%; } .testimonials-slider .slick-dots { bottom: 0; max-width: 1216px; width: max-content; } @media screen and (min-width: 1025px) { .testimonials-slider .slick-list { display: flex; align-items: stretch; } .testimonials-slider .slick-slide { display: flex; height: auto !important; gap: 24px; } .testimonials-slider .slick-track { display: flex; align-items: stretch; margin-bottom: 56px; } } */ /* @media screen and (max-width: 1024px) { */ /* .testimonial-item .quote, .testimonial-item .person-info { align-items: flex-start; } .testimonial-item .quote { padding-bottom: 16px; } */ /* .apply-btn { justify-content: center !important; } */ /* .timeline-border:before { top: 0; right: 0; left: 15px; height: calc(100% - 40px); width: 2px; } .timeline-container.vertical .small-h4, .vertical-timeline-item p { padding-left: 36px; } .timeline-container.vertical .timeline-dot img { margin: 0; } .timeline-container.vertical .small-h4 { margin-top: -24px; } */ /* .icon-txt-field { justify-content: flex-start; } .careers-main-hero .wp-block-buttons { margin-bottom: 64px !important; } } */ /* @media (max-width: 1024px) and (min-width: 768px) { /* .careers-main-hero:before { top: -12%; } .careers-main-hero { padding-top: 96px !important; } */ /*#testimonials-section { padding: 48px !important; } .testimonials-slider { margin-top: 0 !important; margin-bottom: 40px !important; } .testimonials-slider .slick-dots { bottom: -40px; } } */ /* @media screen and (max-width: 767px) { .careers-main-hero { padding: 64px 16px 0 16px !important; } */ /* #testimonials-section { padding: 32px 16px !important; } .testimonials-slider { margin-bottom: 64px !important; } .testimonials-slider .slick-dots { bottom: -60px; max-width: 100%; padding-left: 0; } */ /* .apply-btn .wp-block-button { width: 100%; } .icon-txt-field { display: block; } .icon-txt-field .wp-block-media-text__media img { width: 16px; } .icon-txt-field .wp-block-media-text__content { padding: 6px 0 0 0 !important; } } */ </style> </head> <body itemtype='https://schema.org/Blog' itemscope='itemscope' class="post-template-default single single-post postid-63336 single-format-standard wp-custom-logo ast-desktop ast-separate-container ast-two-container ast-no-sidebar astra-4.8.6 group-blog ast-blog-single-style-1 ast-single-post ast-inherit-site-logo-transparent ast-hfb-header ast-full-width-primary-header ast-normal-title-enabled astra-addon-4.8.6">  <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-KZ7M2V" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>  <a class="skip-link screen-reader-text" href="#content" title="Skip to content"> Skip to content</a> <div class="hfeed site" id="page"> <header class="site-header header-main-layout-1 ast-primary-menu-enabled ast-hide-custom-menu-mobile ast-builder-menu-toggle-icon ast-mobile-header-inline" id="masthead" itemtype="https://schema.org/WPHeader" itemscope="itemscope" itemid="#masthead" > <div 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d="M57.5,38.193l12.5,12.5l12.5-12.5l-2.5-2.5l-10,10l-10-10L57.5,38.193z"/> </svg></span><span class="menu-text">Products Overview</span><span class="astra-mm-icon-label icon-item-55"><img src="https://www.ontotext.com/wp-content/uploads/2024/09/icon-arrow-orange-right.svg" alt="mm-ast-icon-55"></span><span role="application" class="dropdown-menu-toggle ast-header-navigation-arrow" tabindex="0" aria-expanded="false" aria-label="Menu Toggle" ><span class="ast-icon icon-arrow"><svg class="ast-arrow-svg" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" x="0px" y="0px" width="26px" height="16.043px" viewBox="57 35.171 26 16.043" enable-background="new 57 35.171 26 16.043" xml:space="preserve"> <path d="M57.5,38.193l12.5,12.5l12.5-12.5l-2.5-2.5l-10,10l-10-10L57.5,38.193z"/> </svg></span></span></a><button class="ast-menu-toggle" aria-expanded="false"><span class="screen-reader-text">Menu Toggle</span><span class="ast-icon icon-arrow"><svg 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d="M57.5,38.193l12.5,12.5l12.5-12.5l-2.5-2.5l-10,10l-10-10L57.5,38.193z"/> </svg></span><span class="astra-mm-icon-label icon-item-57504"><img src="https://www.ontotext.com/wp-content/uploads/2024/09/icon-graphdb.svg" alt="mm-ast-icon-57504"></span><span class="menu-text">Ontotext GraphDB</span><span role="application" class="dropdown-menu-toggle ast-header-navigation-arrow" tabindex="0" aria-expanded="false" aria-label="Menu Toggle" ><span class="ast-icon icon-arrow"><svg class="ast-arrow-svg" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" x="0px" y="0px" width="26px" height="16.043px" viewBox="57 35.171 26 16.043" enable-background="new 57 35.171 26 16.043" xml:space="preserve"> <path d="M57.5,38.193l12.5,12.5l12.5-12.5l-2.5-2.5l-10,10l-10-10L57.5,38.193z"/> </svg></span></span></a><div class="ast-mm-custom-content ast-mm-custom-text-content">Link diverse data, index it for semantic search and enrich it via text analysis to build big 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https://www.ontotext.com/wp-content/uploads/2024/11/03GDB-10.8-600x300.jpg 600w, https://www.ontotext.com/wp-content/uploads/2024/11/03GDB-10.8-1024x512.jpg 1024w, https://www.ontotext.com/wp-content/uploads/2024/11/03GDB-10.8-768x384.jpg 768w, https://www.ontotext.com/wp-content/uploads/2024/11/03GDB-10.8-1536x768.jpg 1536w" sizes="(max-width: 2000px) 100vw, 2000px" /></a></figure> <h2 class="wp-block-post-title"><a href="https://www.ontotext.com/knowledgehub/videos/ontotext-demonstrator-talk-to-your-graph-2/" target="_self" >Talk to Your Graph 2 | Ontotext Demo</a></h2> <div class="wp-block-post-excerpt"><p class="wp-block-post-excerpt__excerpt">"Talk To Your Graph." - it's an LLM-backed chatbot that lets you ask natural language questions about your data from your knowledge graphs.</p><p class="wp-block-post-excerpt__more-text"><a class="wp-block-post-excerpt__more-link" href="https://www.ontotext.com/knowledgehub/videos/ontotext-demonstrator-talk-to-your-graph-2/"><strong>Read 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href="https://www.ontotext.com/category/informational/" class="breadcrumb-link">Informational</a></div> <div class="metas"> <div class="post-date-reading-time"> <span class="post-date">22 Nov 2024</span> <span class="post-updated">Updated 22 Nov 2024</span> <span class="reading-time">5 min read</span> </div> <div class="post-head"> <h1 class="post-title-single">Advancing Automatic Knowledge Extraction with PubMiner AI</h1> <div class="post-excerpt"> With the release of PubMiner AI, Graphwise aims to help researchers in the biomedical domain overcome the challenges in automatic knowledge extraction from large volumes of scientific publications. </div> </div> <div class="author-wrapper"> <div class="post-authors"> <div class="author-list"><img src="https://www.ontotext.com/wp-content/uploads/2017/06/ivelina-nikolova.png" alt="Author photo" class="user-img" /><a href="https://www.ontotext.com/blog/author/ivelina-nikolova/">Ivelina Nikolova</a></div><div class="author-list"><img src="https://www.ontotext.com/wp-content/uploads/2024/10/Katia-300x300-1.webp" alt="Author photo" class="user-img" /><a href="https://www.ontotext.com/blog/author/katerina-serafimova/">Katerina Serafimova</a></div> </div> <div class="social-share"> <a class="social-btn" href="#" onclick="redirectToPDF(event)"> <svg width="40" height="40" viewBox="0 0 40 40" fill="none" xmlns="http://www.w3.org/2000/svg"> <g filter="url(#filter0_d_294_20587)"> <rect x="2" y="1" width="36" height="36" rx="18" fill="#163156" /> <rect x="2.5" y="1.5" width="35" height="35" rx="17.5" stroke="#163156" /> <path d="M27.5 21.5V24.8333C27.5 25.2754 27.3244 25.6993 27.0118 26.0118C26.6993 26.3244 26.2754 26.5 25.8333 26.5H14.1667C13.7246 26.5 13.3007 26.3244 12.9882 26.0118C12.6756 25.6993 12.5 25.2754 12.5 24.8333V21.5M15.8333 17.3333L20 21.5M20 21.5L24.1667 17.3333M20 21.5V11.5" stroke="white" stroke-width="1.67" stroke-linecap="round" stroke-linejoin="round" /> </g> <defs> <filter id="filter0_d_294_20587" 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biological targets, mechanisms, and treatment strategies. To effectively tap into this wealth of information, various AI technologies can sift through large amounts of literature to uncover key insights. This helps researchers identify potential drug targets and innovative solutions more easily, fostering collaboration and speeding up the drug development process.  </p> <p data-beyondwords-marker="2ebaeb7d-0436-44ae-9e5e-4327bed502a0">However, many biomedical researchers lack the expertise to use these advanced data processing techniques. Instead, they often depend on skilled data scientists and engineers who can create automated systems to interpret complex scientific data. This is where <a href="https://marketplace.databricks.com/details/6b8ca36d-53c3-4506-bb90-e9a803fb01d6/Ontotext_PubMiner-AI-Automatic-Knowledge-Extraction-from-Scientific-Publications">PubMiner AI </a>comes to help such interdisciplinary teams of biomedical researchers and data scientists in their journey to knowledge extraction.</p> <h2 data-beyondwords-marker="1b7b5247-f947-4659-abca-353c110496b9" class="wp-block-heading" id="h-what-is-pubminer-ai">What is PubMiner AI?</h2> <p data-beyondwords-marker="7ad25978-03c1-4b60-93e1-f8387092766a">PubMiner AI is a scalable, AI-enabled workflow designed to facilitate the extraction of valuable information from extensive scientific publications. It uses the <a href="https://www.ontotext.com/knowledgehub/fundamentals/what-is-graph-rag/">Retrieval Augmented Generation (RAG) approach</a>, with a structured knowledge graph in the retrieval step and is hosted on the <a href="https://www.databricks.com">Databricks platform</a> which provides smooth integration of processing resources on the cloud. By pulling data from interlinked sources like PubMed, SemMedDB, and <a href="https://www.ontotext.com/solutions/healthcare-and-life-sciences/linked-life-data-inventory/">Ontotext’s LinkedLifeData (LLD) Inventory</a> datasets, PubMiner AI can focus only on the most relevant biomedical information. </p> <figure data-beyondwords-marker="2bcd811e-836a-4ef5-af52-226d4d65badd" class="wp-block-image alignwide size-full"><img loading="lazy" decoding="async" width="606" height="306" src="https://www.ontotext.com/wp-content/uploads/2024/11/Pubminer-AI-website.svg" alt="" class="wp-image-63339"/></figure> <p data-beyondwords-marker="216acab1-ca77-4aa8-8ee5-846e00d7c8bd"></p> <p data-beyondwords-marker="e9963782-0231-4350-990a-1b2e9027c8c2">This data is then processed by a <a href="https://www.ontotext.com/knowledgehub/fundamentals/what-is-a-large-language-model/">large language model</a> (LLM) and the results are interlinked with the LLD Inventory datasets to create a knowledge graph that represents the potentially new findings of scientific interest. This method follows principles that ensure data is Findable, Accessible, Interoperable, and Reusable (FAIR), thus allowing researchers to easily integrate this knowledge into other information systems. Through AI-powered insights, graphical representations, and customizable queries, they can leverage this approach to transform vast amounts of medical data into actionable knowledge.</p> <p data-beyondwords-marker="3db99b59-08c7-493b-8369-e050d5fb3064">Using PubMiner AI as a blueprint enables any skilled data scientist with basic knowledge of semantic technologies (knowledge graphs, RDF, SPARQL, ontologies, and semantic models) to build a targeted workflow that can extract intricate relations between biomedical entities from scientific literature. The workflow allows the identification of biomedical concepts and the relations between them. It also facilitates retrieval from a highly targeted subset of documents containing relevant information for the particular use case. Finally, it enables building a subgraph representing the extracted knowledge, normalized to reference data sets.<br></p> <p data-beyondwords-marker="e6cd9beb-3cd5-463b-86ff-e0b14f069255"></p> <figure data-beyondwords-marker="9f73c3b5-a6fb-438c-aaf0-066d4e9d78f8" class="wp-block-image size-large"><img loading="lazy" decoding="async" width="1336" height="732" src="https://www.ontotext.com/wp-content/uploads/2024/11/Pubminer-AI-Graphic.svg" alt="" class="wp-image-63368"/></figure> <p data-beyondwords-marker="2070ea6d-909b-4cf4-a3a2-5619585a2f8c"></p> <h2 data-beyondwords-marker="ed46a5c8-e54d-40fd-853c-5541e95f6791" class="wp-block-heading" id="h-pubminer-ai-key-features">PubMiner AI key features</h2> <p data-beyondwords-marker="586eec58-1044-4915-8f0e-1d6226fc788a">PubMiner AI is aimed at biomedical researchers, pharmaceutical companies, Healthcare professionals, and data scientists looking to integrate AI with knowledge graphs for enhanced biomedical literature analysis and knowledge discovery. It offers a comprehensive suite of features designed to streamline research and discovery. Some of its key features include:</p> <ul data-beyondwords-marker="cc1f5427-87b0-41f2-b3e1-c5b11fb8cdbe" class="wp-block-list"> <li data-beyondwords-marker="2cb4dff9-a276-43d3-adb7-b924161e7919"><strong>Integrated Data Sources</strong>: Combines data from PubMed, SemMedDB, and Ontotext’s LinkedLifeData Inventory powered by GraphDB into a highly scalable biomedical knowledge base.</li> <li data-beyondwords-marker="82d9afad-08c7-4805-8ede-38d6a7482db5"><strong>AI-Powered Knowledge Creation</strong>: Uses large language models to analyze cross-referenced biomedical data and generate in-depth insights.</li> <li data-beyondwords-marker="76408485-56b2-47bb-9bdd-0d70c576d872"><strong>Knowledge Graph Generation</strong>: Automatically creates knowledge graphs to visualize and explore relationships between the biomedical entities in scope: diseases and genes.</li> <li data-beyondwords-marker="aad1a23c-0947-4968-8769-dc79a5edfdaa"><strong>GraphDB Integration</strong>: Leverages GraphDB to enhance data structuring and querying, facilitating more complex insights from interconnected data.</li> <li data-beyondwords-marker="d5e32492-5b4d-41fa-ad27-5fef0942ed3e"><strong>Customizable Data Subsets</strong>: Allows users to filter and focus on specific areas of interest for personalized knowledge discovery.</li> <li data-beyondwords-marker="5d159e34-3692-4eca-a93d-6597d1d8b21d"><strong>Automated Report Generation</strong>: Summarizes research findings and trends into comprehensive, digestible reports.</li> <li data-beyondwords-marker="c732d254-d417-4edb-a291-c726589df6e6"><strong>Enhanced Query Capabilities</strong>: Natural language queries enable intuitive, AI-driven exploration of large biomedical datasets.</li> </ul> <p data-beyondwords-marker="2ee85453-c8a0-4081-b4a0-14a3fdd8734d"></p> <h2 data-beyondwords-marker="7d10ed19-90e0-44f1-a552-530f533ff370" class="wp-block-heading" id="h-main-use-cases">Main use cases</h2> <p data-beyondwords-marker="387373b6-17de-448a-a2e2-b2d24a1ac517">PubMiner AI empowers users across multiple domains to make faster, data-informed decisions by delivering targeted insights from complex biomedical data. It is ideally suited for a wide range of use cases such as:</p> <ul data-beyondwords-marker="96759ac4-ddea-424c-afb2-6e50c1a833f0" class="wp-block-list"> <li data-beyondwords-marker="1378eef2-6dae-4cd3-a939-629c3f1fe55c"><strong>Medical Research</strong>: Conduct thorough literature reviews, discover new relationships, and visualize findings with knowledge graphs.</li> <li data-beyondwords-marker="df200184-e1a0-4671-8767-d2f8ec645c84"><strong>Pharmaceutical Development</strong>: Identify emerging biomarkers, drug interactions, and treatment trends to accelerate drug discovery and clinical research.</li> <li data-beyondwords-marker="595efa01-b80b-453e-ab7a-1fa2cc5f203b"><strong>Healthcare Analytics</strong>: Use AI-powered insights and knowledge graphs to uncover new relationships between diseases, treatments, and outcomes.</li> </ul> <p data-beyondwords-marker="8c75d657-8546-4a8a-b67e-d455c2fddb11">PubMiner AI has already been employed to discover novel biomarkers and susceptibility genes for neurodegenerative diseases such as Amyotrophic Lateral Sclerosis (ALS). This case study is aligned with the goals of the <a href="https://hereditary-project.eu/">HEREREDITARY project</a>, which aims to substantially change how diseases are detected, treatment outcomes are predicted, and medical insights are gained.</p> <h2 data-beyondwords-marker="e75f8644-8fe5-4b0b-96bc-07d9a0ef49a8" class="wp-block-heading" id="h-to-wrap-it-up">To wrap it up</h2> <p data-beyondwords-marker="55b3f03c-c057-42e2-97db-46ff55b3611f">PubMiner AI transforms complex biomedical data into actionable insights, making it easier for researchers, healthcare providers, and pharmaceutical companies to extract valuable information from scientific literature. By integrating diverse data sources and enabling intuitive, natural language queries, it provides users with a customizable and streamlined approach to knowledge discovery. </p> <p data-beyondwords-marker="0f22a3d1-8545-4546-adc1-ba6e7fe21be0">Its automated knowledge graph generation as well as exploration and visualization tools facilitate a deeper understanding of relationships between diseases, genes, and biomarkers, supporting advances in research, personalized medicine, and drug development. </p> <p data-beyondwords-marker="49979cc7-41af-4ff6-afff-0edc25be0e92" class="has-text-align-center"><strong>Does this resemble your use case?</strong></p> <p data-beyondwords-marker="946984da-4356-45f7-bb12-898e65d92307" class="has-text-align-center"><strong>Visit Databricks Marketplace to install <a href="https://marketplace.databricks.com/details/6b8ca36d-53c3-4506-bb90-e9a803fb01d6/Ontotext_PubMiner-AI-Automatic-Knowledge-Extraction-from-Scientific-Publications">PubMiner AI</a> and access the knowledge hidden in scientific publications!</strong></p> <p data-beyondwords-marker="d047426f-2b06-4c30-94da-fdff35687483"></p> <p><a href="https://ontotext.com/wp-content/uploads/2019/01/Flag_of_Europe.svg"><img loading="lazy" decoding="async" class="wp-image-30268 alignleft" src="https://ontotext.com/wp-content/uploads/2019/01/Flag_of_Europe.svg" alt="" width="225" height="150" /></a><img loading="lazy" decoding="async" class="alignnone wp-image-52499" src="http://www.ontotext.com/wp-content/uploads/2024/02/Hereditary-Logo.png" alt="" width="246" height="129" srcset="https://www.ontotext.com/wp-content/uploads/2024/02/Hereditary-Logo.png 512w, https://www.ontotext.com/wp-content/uploads/2024/02/Hereditary-Logo-300x158.png 300w, https://www.ontotext.com/wp-content/uploads/2024/02/Hereditary-Logo-482x253.png 482w, https://www.ontotext.com/wp-content/uploads/2024/02/Hereditary-Logo-150x79.png 150w, https://www.ontotext.com/wp-content/uploads/2024/02/Hereditary-Logo-510x269.png 510w, https://www.ontotext.com/wp-content/uploads/2024/02/Hereditary-Logo-480x252.png 480w" sizes="auto, (max-width: 246px) 100vw, 246px" /></p> <table> <tbody> <tr> <td> <p><span style="font-weight: 400;">PubMiner AI has been partially funded by the European Union’s Horizon Europe research and innovation programme under grant agreement No 101137074 – </span><a href="https://hereditary-project.eu/"><span style="font-weight: 400;">HEREDITARY (HetERogeneous sEmantic Data integratIon for the guT-bRain interplay) project</span></a><span style="font-weight: 400;">. Views and opinions expressed are however those of the author only and do not necessarily reflect those of the European Union. Neither the European Union nor the granting authority can be held responsible for them.</span></p> </td> </tr> </tbody> </table> <p data-beyondwords-marker="b37f7438-c3d1-4df7-8eb6-0b0b9d561961"></p> </div> <div class="post-tags"> <span class="tag-item"><a href="https://www.ontotext.com/tag/databricks/">databricks</a></span> <span class="tag-item"><a href="https://www.ontotext.com/tag/drug-development/">drug development</a></span> <span class="tag-item"><a href="https://www.ontotext.com/tag/drug-discovery/">drug discovery</a></span> <span class="tag-item"><a href="https://www.ontotext.com/tag/linked-life-data-inventory/">Linked Life Data Inventory</a></span> <span class="tag-item"><a href="https://www.ontotext.com/tag/pubminer/">PubMiner</a></span> <span class="tag-item"><a href="https://www.ontotext.com/tag/scientific-publication/">scientific publication</a></span> </div> <div class="share-wrapper"> <div class="post-sharing-buttons--footer"> <div class="pld-like-dislike-wrap 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It is integrated with the Ontotext Metadata Studio tagging to power meaningful recommendations based on both semantic relevancy and recency.</span> </span> </h2> <p class="p-18">Check out our knowledge graph's recommendations.</p> <section id="ott-search-chat-wrapper" class="ott-search-wrapper"> <section id="ott-search-results-wrapper"> <section id="ott-search-results"> <article class="ott-article "> <a href="https://www.ontotext.com/knowledgehub/case-studies/global-top-10-early-drug-rd-center-advanced-their-cancer-research-using-ontotexts-target-discovery/"> <section class="ott-article-image " style="background-image: url('https://www.ontotext.com/wp-content/uploads/2024/11/Featured-Image-Global-Top-10-Early-Drug-RD-Center-Using-Ontotexts-Target-Discovery.png')"> </section> <section class="ott-article-content"> <header> <h2 style="font-family: 'Gelasio', serif; font-weight: 500;">Global Top 10 Early Drug RD Center Advanced Their Cancer Research Using Ontotext’s Target Discovery</h2> <p>The world’s top biomedical researchers entrust Ontotext’s Target Discovery to define novel therapeutic approaches to treat cancer</p> </header> <span class="ott-article-anchor"> Go to page <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M4.16797 10H15.8346M15.8346 10L10.0013 4.16669M15.8346 10L10.0013 15.8334" stroke="#F04E23" stroke-width="1.67" stroke-linecap="round" stroke-linejoin="round" /> </svg> </span> </section> </a> </article> <article class="ott-article "> <a href="https://www.ontotext.com/company/news/graphdb-10-8-brings-multi-method-querying-to-graph-rag"> <section class="ott-article-image " style="background-image: url('https://www.ontotext.com/wp-content/uploads/2024/11/03GDB-10.8.jpg')"> </section> <section class="ott-article-content"> <header> <h2 style="font-family: 'Gelasio', serif; font-weight: 500;">GraphDB 10.8 Brings Multi-Method Querying to Graph RAG, Easier Development of GenAI Applications and Self-Service Insights</h2> <p>No-code Graph RAG connects enterprise data with LLMs, introducing agents that combine different retrieval methods to deliver conversational insights and improve explainability</p> </header> <span class="ott-article-anchor"> Go to page <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M4.16797 10H15.8346M15.8346 10L10.0013 4.16669M15.8346 10L10.0013 15.8334" stroke="#F04E23" stroke-width="1.67" stroke-linecap="round" stroke-linejoin="round" /> </svg> </span> </section> </a> </article> <article class="ott-article "> <a href="https://www.ontotext.com/company/news/ontotext-graphdb-10-8-introduces-talk-to-your-graph-2-0__trashed"> <section class="ott-article-image ott-article-image--default" style="background-image: url('')"> </section> <section class="ott-article-content"> <header> <h2 style="font-family: 'Gelasio', serif; font-weight: 500;">Ontotext GraphDB 10.8 Introduces Talk to Your Graph 2.0: State-of-the-art Conversational AI for Knowledge Graphs</h2> <p>Ontotext announces the release of GraphDB 10.8, featuring Talk to Your Graph 2.0 , high availability, and cloud backup capabilities.</p> </header> <span class="ott-article-anchor"> Go to page <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M4.16797 10H15.8346M15.8346 10L10.0013 4.16669M15.8346 10L10.0013 15.8334" stroke="#F04E23" stroke-width="1.67" stroke-linecap="round" stroke-linejoin="round" /> </svg> </span> </section> </a> </article> <article class="ott-article hidden"> <a href="https://www.ontotext.com/blog/speeding-up-cancer-research-with-target-discovery-an-interview-with-a-global-top-10-early-drug-rd-center/"> <section class="ott-article-image " style="background-image: url('https://www.ontotext.com/wp-content/uploads/2024/11/Speeding-Up-Cancer-Research-with-Target-Discovery-An-Interview-with-a-Global-Top-10-Early-Drug-RD-Center.png')"> </section> <section class="ott-article-content"> <header> <h2 style="font-family: 'Gelasio', serif; font-weight: 500;">Speeding Up Cancer Research with Target Discovery: An Interview with a Global Top 10 Early Drug RD Center</h2> <p>How we used Ontotext GraphDB and LLMs to improve CV selection</p> </header> <span class="ott-article-anchor"> Go to page <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M4.16797 10H15.8346M15.8346 10L10.0013 4.16669M15.8346 10L10.0013 15.8334" stroke="#F04E23" stroke-width="1.67" stroke-linecap="round" stroke-linejoin="round" /> </svg> </span> </section> </a> </article> <article class="ott-article hidden"> <a href="https://www.ontotext.com/knowledgehub/videos/ontotext-demonstrator-talk-to-your-graph-2/"> <section class="ott-article-image " style="background-image: url('https://www.ontotext.com/wp-content/uploads/2024/11/03GDB-10.8.jpg')"> </section> <section class="ott-article-content"> <header> <h2 style="font-family: 'Gelasio', serif; font-weight: 500;">Talk to Your Graph 2 | Ontotext Demo</h2> <p>"Talk To Your Graph." - it's an LLM-backed chatbot that lets you ask natural language questions about your data from your knowledge graphs.</p> </header> <span class="ott-article-anchor"> Go to page <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M4.16797 10H15.8346M15.8346 10L10.0013 4.16669M15.8346 10L10.0013 15.8334" stroke="#F04E23" stroke-width="1.67" stroke-linecap="round" stroke-linejoin="round" /> </svg> </span> </section> </a> </article> <article class="ott-article hidden"> <a href="https://www.ontotext.com/knowledgehub/demoservices/ontotext-knowledge-graph/"> <section class="ott-article-image " style="background-image: url('https://www.ontotext.com/wp-content/uploads/2024/11/knowledge-graph-with-hands.jpg')"> </section> <section class="ott-article-content"> <header> <h2 style="font-family: 'Gelasio', serif; font-weight: 500;">Ontotext Knowledge Graph (OTKG)</h2> <p>Test how OTKG (Ontotext Knowledge Graph) can help enhance your content discovery, navigation, and management</p> </header> <span class="ott-article-anchor"> Go to page <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M4.16797 10H15.8346M15.8346 10L10.0013 4.16669M15.8346 10L10.0013 15.8334" stroke="#F04E23" stroke-width="1.67" stroke-linecap="round" stroke-linejoin="round" /> </svg> </span> </section> </a> </article> <article class="ott-article hidden"> <a href="https://www.ontotext.com/knowledgehub/webinars/from-data-to-trust-leveraging-knowledge-graphs-for-enterprise-ai-solutions/"> <section class="ott-article-image " style="background-image: url('https://www.staging19.ontotext.com/wp-content/uploads/2024/11/Grwaphwise-webinar-nov19.webp')"> </section> <section class="ott-article-content"> <header> <h2 style="font-family: 'Gelasio', serif; font-weight: 500;">From Data to Trust: Leveraging Knowledge Graphs for Enterprise AI Solutions</h2> <p>Join this webinar to learn how a Next-Generation Semantic Layer propels LLMs</p> </header> <span class="ott-article-anchor"> Go to page <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M4.16797 10H15.8346M15.8346 10L10.0013 4.16669M15.8346 10L10.0013 15.8334" stroke="#F04E23" stroke-width="1.67" stroke-linecap="round" stroke-linejoin="round" /> </svg> </span> </section> </a> </article> </section> <section id="ott-load-more-wrapper"> <button class="ott-load-more-button ">View More</button> </section> </section> </section> </div> </div> </article> </main> </div> <script type="text/javascript"> jQuery(function($) { var id = 1; 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