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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="resources-template-default single single-resources postid-40629 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-custom-post-type ast-single-post 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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 more</strong></a></p></div> </li></ul></div> </div></li></ul> </li><li id="menu-item-61525" class="menu-item-services menu-item-flex-cols menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-61525 astra-megamenu-li custom-width-mega"><a aria-expanded="false" href="#" class="menu-link"><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" 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class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="Talk to Your Graph 2 | Ontotext Demo" style="object-fit:cover;" decoding="async" srcset="https://www.ontotext.com/wp-content/uploads/2024/11/03GDB-10.8.jpg 2000w, 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 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Formally, RDF-star extends the RDF graph model by allowing statements about statements, i.e., one can attach metadata, which describe an edge in a graph, while RDF allows statements to be made only about nodes. </p> </div> </div> <div class="post-sharing-buttons--header"> <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" 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https://www.ontotext.com/wp-content/uploads/2021/02/Featured-image-1080x540.png 1080w, https://www.ontotext.com/wp-content/uploads/2021/02/Featured-image-1280x640.png 1280w, https://www.ontotext.com/wp-content/uploads/2021/02/Featured-image-980x490.png 980w, https://www.ontotext.com/wp-content/uploads/2021/02/Featured-image-480x240.png 480w, https://www.ontotext.com/wp-content/uploads/2021/02/Featured-image.png 2000w" sizes="(max-width: 1024px) 100vw, 1024px" /> </div> </header> <div class="single-post-cols"> <div id="fundamentals-single" class="single-post-main"> <div id="fundamentals-single-content" class="single-post-content"> <p> </p> <p>RDF-star (originally, but no longer written RDF*) and the associated query language SPARQL-star (also originally, but no longer written SPARQL*) are the most widely supported extensions of the existing standards and will be included in RDF 1.2. In RDF-star one can make statements about statements, formally called statement-level annotations. For instance, one can provide a time span for a relationship. The example above demonstrates that Abraham Lincoln was the President of the United States (i.e. POTUS) from March 4th, 1862.</p> <p>RDF-star goes beyond the expressivity of Property Graphs, where one can attach key-value pairs to relationships. The statement-level annotations enable a more efficient representation of scores, weights, temporal restrictions, and provenance information.</p> <h2>Why Does RDF Need a Star?</h2> <p><a href="https://www.ontotext.com/knowledgehub/fundamentals/what-is-rdf/" target="_blank" rel="noopener">RDF</a> stands for Resource Description Framework and is a standard for data interchange on the Web, developed via a W3C’s community process. Conceived as the foundation of the entire stack of <a href="https://www.ontotext.com/knowledgehub/fundamentals/what-is-the-semantic-web/" target="_blank" rel="noopener">Semantic Web</a> standards, it has features that allow it to link data published without centralized control. An expressive and powerful language, it enables Ontotext and other vendors to deliver enterprise-strength knowledge graphs to solve the data management problems of some of the world’s top global brands in <a href="https://www.ontotext.com/solutions/financial-services/" target="_blank" rel="noopener">finance</a>, <a href="https://www.ontotext.com/solutions/healthcare-and-life-sciences/" target="_blank" rel="noopener">pharmaceuticals</a>, and <a href="https://www.ontotext.com/solutions/media-and-publishing/" target="_blank" rel="noopener">media</a>.</p> <p>RDF (without the star) is an abstract knowledge representation model that does not differentiate data from <a href="https://www.ontotext.com/knowledgehub/fundamentals/metadata-fundamental/" target="_blank" rel="noopener">metadata</a>. It provides enormous flexibility for the expression of multiple levels of metadata about nodes, classes, predicates (relationship types), and even (sub-)graphs. It is all about making statements about nodes such as <code><:man rdfs:Label “Ivan”></code>. Nodes and predicates are identified via IRIs (Internationalized Resource Identifiers, which are basically just standard web URLs, but are used as identifiers that allow fully internationalized characters such as the umlaut ‘Ä’, or the Greek letter ‘Δ’). Here follows an example:</p> <pre>:hasSpouse rdf:type owl:TransitiveProperty; rdfs:subPropertyOf :familyRelationship . :Person rdfs:subClassOf :Agent ; rdfs:label “Person” ; rdf:description “A human being” . GRAPH :myFamilyData { :man :hasSpouse :woman . :woman rdf:type :Person ; :hasGender “Female”; :birthdate "2000-12-08"^^xsd:date . } :myFamilyData <http://purl.org/dc/elements/1.1/creator> :me ; <http://purl.org/dc/elements/1.1/date> "2021-02-15"^^xsd:date . </pre> <p>As we see above, one can declare relationship types such as <code>:hasSpouse</code> to be of a specific class (transitive properties) and to be a more specific version of another property, i.e., <code>:familyRelationship</code>. Similarly, one can define new classes of objects and attach metadata to them, e.g., human-readable labels and descriptions. One can link two nodes such as <code>:man</code> and <code>:woman</code> with a specific type of relationship like the defined above <code>:hasSpouse</code>. It is also very straightforward to provide data or metadata about the nodes, for example, to define that <code>:woman</code> is an instance of <code>:Person</code> and has a specific gender and birth date.</p> <p>Using the so-called named graphs (we use the TRIG format above) one can group several statements and designate them as a specific graph, named in the example above <code>:myFamilyData</code>. Again it is easy to attach metadata to the entire graph, e.g., author and publication date.</p> <p>In RDF (almost) everything has an IRI – the specific objects, as well as the classes, the predicates, the graphs, etc. And one can make further statements that describe these resources (that’s why it is called Resource Description Framework!). It is a very flexible one. Still, there is one thing for which there is no direct way to describe: the edges in the graph, and the specific statements.</p> <h2>Current Approaches to Tagging Edges</h2> <p>Without the ability to express statement-level metadata annotations, engineers have had to develop a number of approaches (e.g. hacks) to mitigate the inherent lack of native support for such edge-level properties in RDF. However, they all have certain advantages and disadvantages, which we will look at below.</p> <h3>Standard Reification</h3> <p>Reification means expressing an abstract construct with the existing concrete methods supported by the language. The RDF specification sets a standard vocabulary for representing references to statements like:</p> <p style="text-align: left;"><a href="https://www.ontotext.com/wp-content/uploads/2021/02/Standard-Reification.svg"><img decoding="async" class="alignleft wp-image-40745" src="https://www.ontotext.com/wp-content/uploads/2021/02/Standard-Reification.svg" alt="" width="300" height="252" /></a></p> <pre> :man :hasSpouse :woman . :id1 rdf:type rdf:Statement ; rdf:subject :man ; rdf:predicate :hasSpouse ; rdf:object :woman ; :startDate "2020-02-11"^^xsd:date .</pre> <p>Standard reification requires stating four additional triples to refer to the triple for which one wants to provide metadata. The subject of these four additional triples has to be a new identifier (IRI or blank node), which later on may be used for providing the metadata. The existence of a reference to a triple does not automatically assert it.</p> <p><</p> <div class="info-box-bg"><span style="text-decoration: underline;"><b>Advantage</b></span>: This approach is compliant with published RDF standards and will be supported by any RDF store.<br /><span style="text-decoration: underline;"><b>Disadvantage</b></span>: This approach creates inefficiency related to exchanging or persisting the RDF data and the cumbersome syntax to access and match the corresponding four reification triples.</div> <h3>N-ary Relations</h3> <p>The approach for representing N-ary relations in RDF is to model it via a new relationship concept that connects all arguments like:</p> <p><a href="https://www.ontotext.com/wp-content/uploads/2021/02/N-ary-relations.svg"><img decoding="async" class="wp-image-40746 alignleft" src="https://www.ontotext.com/wp-content/uploads/2021/02/N-ary-relations.svg" alt="" width="300" height="258" /></a></p> <pre> :Marriage1 rdf:type :Marriage ; :partner1 :man ; :partner2 :woman ; :startDate "2020-02-11"^^xsd:date .</pre> <div> </div> <div> </div> <div> </div> <div> </div> <div class="info-box-bg"><span style="text-decoration: underline;"><b>Advantage</b></span>: Similar to standard reification in terms of standard compliance, but it adopts a schema specific to the domain model that is presumably understood by its consumers.<br /><span style="text-decoration: underline;"><b>Disadvantage</b></span>: This approach increases the <a href="https://www.ontotext.com/knowledgehub/fundamentals/what-are-ontologies/" target="_blank" rel="noopener">ontology</a> model complexity and it is proven difficult to evolve models in a backward compatible way.</div> <h3>Singleton Properties</h3> <p>Singleton properties are a hacky way to introduce statement identifiers as a part of the predicate like:</p> <p><a href="https://www.ontotext.com/wp-content/uploads/2021/02/Singleton-properties.svg"><img decoding="async" class=" wp-image-40747 alignleft" src="https://www.ontotext.com/wp-content/uploads/2021/02/Singleton-properties.svg" alt="" width="264" height="199" /></a></p> <pre> :man :hasSpouse#1 :woman . :hasSpouse#1 :startDate "2020-02-11"^^xsd:date .</pre> <p>The local name of the predicate after the # encodes a unique identifier.</p> <div> </div> <div> </div> <div> </div> <div class="info-box-bg"><span style="text-decoration: underline;"><b>Advantage</b></span>: This approach created a more compact representation.<br /><span style="text-decoration: underline;"><b>Disadvantage</b></span>: It is highly inefficient for querying data. For example, a query to return all :hasSpouse links must parse all predicate values with a regular expression.</div> <h3>Named Graphs</h3> <p>The named graph approach is a variation of the singleton properties, which uses the so-called named graphs, which are formally introduced in the SPARQL specification. Technically, this is a fourth element, which can be attached to the <code><subject, predicate, object></code> triple, in order to designate that this statement is part of a specific named (sub)graph. The identifier of the named graph can be treated as a node in the RDF graph so that one can easily make statements about the entire named graph. Singleton named graph can be created to allow one to attach properties to this statement as follows:</p> <pre>:man :hasSpouse :woman :singletonGraph#1 . :singletonGraph#1 :startDate "2020-02-11"^^xsd:date :metadata . </pre> <div> </div> <div><a href="https://www.ontotext.com/wp-content/uploads/2021/02/Named-graphs_02.svg"><img decoding="async" class="wp-image-40750 alignnone" src="https://www.ontotext.com/wp-content/uploads/2021/02/Named-graphs_02.svg" alt="" width="363" height="232" /></a></div> <div class="info-box-bg"><span style="text-decoration: underline;"><b>Advantage</b></span>: The approach has multiple advantages over the singleton properties and eliminates the need for regular expression parsing.<br /><span style="text-decoration: underline;"><b>Disadvantage</b></span>: A significant drawback is the overload of the named graph parameter with an identifier instead of the file or source that produced the triple. The updates based on the triple source become more complicated and cumbersome to maintain. Also, if a <a href="https://www.ontotext.com/knowledgehub/fundamentals/semantic-repository/" target="_blank" rel="noopener">repository</a> stores a large number of named graphs, it is vital to enable the context indexes.</div> <h2>What RDF-star Improves</h2> <p>RDF-star is an extension of the RDF 1.1 standard that proposes a <a href="https://arxiv.org/pdf/1406.3399.pdf" target="_blank" rel="noopener">more efficient reification serialization syntax</a>. The main advantages of this representation include reduced document size that increases the efficiency of data exchange as well as shorter SPARQL queries for improved comprehensibility.</p> <pre> :man :hasSpouse :woman . <<:man :hasSpouse :woman>> :startDate "2020-02-11"^^xsd:date .</pre> <p><a href="https://www.ontotext.com/wp-content/uploads/2021/02/What-RDF-star-Improves.svg"><img decoding="async" class="alignleft wp-image-40753 size-full" src="https://www.ontotext.com/wp-content/uploads/2021/02/What-RDF-star-Improves.svg" alt="" /></a></p> <p>The RDF-star extension captures the notion of an embedded triple by enclosing the referenced triple using the strings << and >>. The embedded triples, like the blank nodes, may take a subject and object position only, and their meaning is aligned to the semantics of the standard reification, but using a much more efficient serialization syntax. To simplify the querying of the embedded triples, the paper extends the query syntax with SPARQL-star enabling queries like:</p> <pre># List all metadata for the given reference to a statement SELECT * WHERE { <<:man :hasSpouse :woman>> ?p ?o }</pre> <p>The embedded triple in SPARQL-star also supports free variables for retrieving a list of reference statements:</p> <pre># List all metadata for the given reference to a statement SELECT * WHERE { <<?man :hasSpouse :woman>> ?p ?o FILTER (?man = :man) }</pre> <h3>Performance of the Approaches</h3> <p>To test the different approaches, we benchmark a subset of Wikidata, whose<a href="https://www.mediawiki.org/wiki/Wikibase/Indexing/RDF_Dump_Format#Data_model"> data model</a> heavily uses statement-level metadata. The authors of the paper<a href="https://www.researchgate.net/publication/283865828_Reifying_RDF_What_works_well_with_wikidata"> Reifying RDF: What works well with Wikidata?</a> have done an excellent job with remodeling the dataset in various formats, and kindly shared with our team the output datasets. According to their modeling approach, the dataset includes:</p> <table id="tablepress-3" class="tablepress tablepress-id-3"> <thead> <tr class="row-1"> <th class="column-1">Modeling approach</th><th class="column-2">Total statements</th><th class="column-3">Loading time (min)</th><th class="column-4">Repository image size (MB)</th> </tr> </thead> <tbody class="row-striping row-hover"> <tr class="row-2"> <td class="column-1">Standard reification</td><td class="column-2">391,652,270</td><td class="column-3">52.4</td><td class="column-4">36,768</td> </tr> <tr class="row-3"> <td class="column-1">N-ary relations</td><td class="column-2">334,571,877</td><td class="column-3">50.6</td><td class="column-4">34,519</td> </tr> <tr class="row-4"> <td class="column-1">Named graphs</td><td class="column-2">277,478,521</td><td class="column-3">56</td><td class="column-4">35,146</td> </tr> <tr class="row-5"> <td class="column-1">RDF-star</td><td class="column-2">220,375,702</td><td class="column-3">34</td><td class="column-4">22,465</td> </tr> </tbody> </table>  <p>We did not test the singleton properties approach due to the high number of unique predicates.</p> <h3>Syntax and Examples</h3> <p>This section provides more in-depth details on how Ontotext’s RDF database <a href="https://www.ontotext.com/products/graphdb/" target="_blank" rel="noopener">GraphDB</a> implements the RDF-star syntax.</p> <p>Let’s say we have a statement like the one above, together with the metadata fact that we are 90% certain about this statement. The RDF-star syntax allows us to represent both the data and the metadata by using an embedded triple as follows:</p> <pre><<:man :hasSpouse :woman>> ex:certainty 0.9 .</pre> <p>In some earlier drafts of the formal semantics of RDF-star and triple store implementation, the embedded triple will also assert the referenced statement. Unfortunately, this behavior breaks the basic common sense philosophy of any database, where the user has strict control over the triples stored in the system. GraphDB implements the embedded triples by introducing a new additional RDF type next to IRI, blank node, and literal. So in the previous example, the engine will store only a single triple.</p> <p>Below are a few more examples of how this syntax can be utilized.</p> <h4>Object Relation Qualifiers:</h4> <pre><<:man :hasSpouse :woman>> :startDate "2020-02-11"^^xsd:date</pre> <p>:hasSpouse is a symmetric relation so that it can be inferred in the opposite direction. However, the metadata in the opposite direction is not asserted automatically, so it needs to be added:</p> <pre><<:woman :hasSpouse :man>> :startDate "2020-02-11"^^xsd:date</pre> <h4>Data Value Qualifiers:</h4> <pre><<:painting :height 32.1>> :unit :cm; :measurementTechnique :laserScanning; :measuredOn "2020-02-11"^^xsd:date.</pre> <h4>Statement Sources/References:</h4> <pre><<:man :hasSpouse :woman>> :source :TheNationalEnquirer; :webpage <http://nationalenquirer.com/news/2020-02-12>; :retrieved "2020-02-13"^^xsd:dateTime.</pre> <h4>Nested Embedded Triples:</h4> <pre><< <<:man :hasSpouse :woman>> :startDate "2020-02-11"^^xsd:date >> :webpage <http://nationalenquirer.com/news/2020-02-12> .</pre> <h3>Converting Standard Reification to RDF-star</h3> <p>The RDF-star support in GraphDB does not exclude any of the other modeling approaches. It is possible to independently maintain RDF-star and standard reification statements in the same repository, like:</p> <pre>:man :hasSpouse :woman . :id1 rdf:type rdf:Statement ; rdf:subject :man ; rdf:predicate :hasSpouse ; rdf:object :woman ; :startDate "2020-02-11"^^xsd:date . <<:man :hasSpouse :woman>> :startDate "2020-02-11"^^xsd:date .</pre> <p>Still, this is likely to confuse, so GraphDB provides a tool for converting standard reification to RDF-star outside of the database using the reification-convert command line tool. If the data is already imported, use this SPARQL for a conversion:</p> <pre>PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> DELETE { ?reification a rdf:Statement . ?reification rdf:subject ?subject . ?reification rdf:predicate ?predicate . ?reification rdf:object ?object . ?reification ?p ?o . } INSERT { <<?subject ?predicate ?object>> ?p ?o . } WHERE { ?reification a rdf:Statement . ?reification rdf:subject ?subject . ?reification rdf:predicate ?predicate . ?reification rdf:object ?object . ?reification ?p ?o . FILTER (?p NOT IN (rdf:subject, rdf:predicate, rdf:object) && (?p != rdf:type && ?object != rdf:Statement)) }</pre> <p>GraphDB extends the existing RDF and query results formats with dedicated formats that encode embedded triples natively (for example, <<:subject :predicate :object>> in Turtle-star). Each new format has its own MIME type and file extension, the details of which can be found in our <a href="https://graphdb.ontotext.com/documentation/9.2/free/devhub/rdf-sparql-star.html#what-s-in-this-document" target="_blank" rel="noopener">documentation</a>. For the benefit of older clients, in all other formats, the embedded triples are serialized as special IRIs in the format urn:rdf4j:triple:xxx. Here, xxx stands for the Base64 URL-safe encoding of the N-Triples representation of the embedded triple. This is controlled by a boolean writer setting and is ON by default. The setting is ignored by writers that support RDF-star natively.</p> <p>Such special IRIs are converted back to triples on parsing. This is controlled by a boolean parser setting and is ON by default. It is respected by all parsers, including those with native RDF-star support.</p> <h2>Great! When Can I Use RDF-star</h2> <p>Today is the answer.</p> <p>GraphDB is working with the W3C and other technology companies to make RDF-star and SPARQL-star the standard for representing metadata with triples.</p> <div class="wp-block-columns post-cta-section is-layout-flex wp-container-core-columns-is-layout-1 wp-block-columns-is-layout-flex"> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:35%"> <lottie-player src="/wp-content/uploads/2024/09/OT_Home_Products.json" background="transparent" speed="1" autoplay class="filter-dropshadow"></lottie-player> </div> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow"> <div style="height:10px" aria-hidden="true" class="wp-block-spacer"></div> <h4 class="wp-block-heading has-text-align-center" id="h-download-graphdb-and-start-building-nbsp-knowledge-graphs-for-your-data-management-practices">Download GraphDB and start building knowledge graphs for your data management 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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/blog/advancing-automatic-knowledge-extraction-with-pubminer/"> <section class="ott-article-image " style="background-image: url('https://www.ontotext.com/wp-content/uploads/2024/11/Advancing-Automatic-Knowledge-Extraction-with-PubMiner-AI.png')"> </section> <section class="ott-article-content"> <header> <h2 style="font-family: 'Gelasio', serif; font-weight: 500;">Advancing Automatic Knowledge Extraction with PubMiner AI</h2> <p>PubMiner AI aims to help researchers in the biomedical domain overcome the challenges in automatic knowledge extraction from large volumes of scientific publications.</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 "> <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 hidden"> <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 hidden"> <a href="https://www.ontotext.com/knowledgehub/videos/graph-rag-with-graphdb-talk-to-your-graph/"> <section class="ott-article-image " style="background-image: url('https://www.ontotext.com/wp-content/uploads/2024/10/Graph-RAG-Illustration.png')"> </section> <section class="ott-article-content"> <header> <h2 style="font-family: 'Gelasio', serif; font-weight: 500;">Graph RAG with GraphDB Talk to Your Graph</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/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> <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> </section> <section id="ott-load-more-wrapper"> <button class="ott-load-more-button ">View More</button> </section> </section> </section> </div> </article> </main> </div> </div>  </div> <div class="astra-advanced-hook-58682 "> <div class="wp-block-columns alignfull padding-lr-0 light-blue-bgr padding-tb-64 mb-padding-tb-48 margin-b-0 is-layout-flex wp-container-core-columns-is-layout-2 wp-block-columns-is-layout-flex" style="padding-top:0px;padding-bottom:0px"> <div class="wp-block-column content-max-width mb-margin-lr-16 is-layout-flow wp-block-column-is-layout-flow"> <h2 class="wp-block-heading has-text-align-center margin-b-32 width-80" id="h-want-to-chat-more-with-us-reach-out-and-let-s-do-it">Want to chat more with us? 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