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<div class="tr-Grid tr-Grid--712512 tr-Grid--gutterlessAtNarrow"> <div class="tr-Grid-items"> <div class="tr-Grid-item"> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <h1 class="tr-Heading tr-Heading--xl"> <b>Artificial intelligence</b></h1> </div> </div> </div> </div> </div> </div> </div> </div> <div class="tr-PageNav tr-PageNav--sticky"> <div class="tr-MarkupContainer tr-MarkupContainer--sticky" data-react-from-markup-container="true"> <div class="tr-PageNavInner" data-rehydratable="tr-PageNavInner" data-spy="true"> <div class="tr-PageNavInner-container"> <div class="tr-PageNavInner-header"> <button class="tr-PageNavInner-currentItem"> <span class="tr-PageNavInner-currentItemTitle">Overview</span> <span class="tr-PageNavInner-currentItemIcon"> <span class="tr-Svg" style="width:1rem;"> <span class="tr-Svg-inner"><svg aria-label="Expand" role="img" viewbox="0 0 24 24"><path d="M16 10l-4 4-4-4" fill="none" stroke="currentColor" stroke-linecap="square" stroke-width="2"></path></svg></span> </span> </span> </button> <div class="tr-PageNavInner-actions"> </div> </div> <ol class="tr-PageNavInner-items"> <li class="tr-PageNavItem is-active" data-active="true" data-href=""#overview"" data-title=""Overview"" data-rehydratable="tr-PageNav.Item"> <a class="tr-PageNavItem-inner" href="#overview"> <span class="tr-PageNavItem-title">Overview</span> </a> </li> <li class="tr-PageNavItem " data-href=""#research"" data-title=""Research areas"" data-rehydratable="tr-PageNav.Item"> <a class="tr-PageNavItem-inner" href="#research"> <span class="tr-PageNavItem-title">Research areas</span> </a> </li> <li class="tr-PageNavItem " data-href=""#projects"" data-title=""Projects"" data-rehydratable="tr-PageNav.Item"> <a class="tr-PageNavItem-inner" href="#projects"> <span class="tr-PageNavItem-title">Projects</span> </a> </li> <li class="tr-PageNavItem " data-href=""#careers"" data-title=""Careers"" data-rehydratable="tr-PageNav.Item"> <a class="tr-PageNavItem-inner" href="#careers"> <span class="tr-PageNavItem-title">Careers</span> </a> </li> </ol> </div> </div> </div> </div> <div id="overview" class="tr-PageNavAnchor"></div> <div class="tr-Section tr-Section--white"> <div class="tr-Section-inner"> <div class="tr-VerticalSpacing tr-VerticalSpacing--l"> <div class="tr-Grid tr-Grid--2313"> <div class="tr-Grid-items"> <div class="tr-Grid-item"> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <div class="tr-VerticalSpacing tr-VerticalSpacing--xs"> <div class="tr-Header-heading"> <div class="tr-VerticalSpacing tr-VerticalSpacing--xs"> <h2 class="tr-Heading tr-Heading--l"> <b>Delivering trusted knowledge with AI</b></h2> </div> </div> </div> </div> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <div class="tr-LongformRichText "> <p>Artificial Intelligence plays a critical role at Thomson Reuters. It is embedded in how we create, enhance, connect, and deliver trusted information to our customers. It powers the products used by professionals around the world. Since the early 1990s, we have been injecting AI and machine learning into our value creation and delivery stack. The result is comprehensive, accurate, and trusted knowledge and insights that are at the core of how professionals get their jobs done.</p> <p>This is the story of AI @ TR, spanning our long history of contributions in this field of research, our current research projects, and the potential AI-enabled future of knowledge work.</p> </div> </div> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <a class="tr-Anchor tr-Link tr-Link--withIcon tr-Link--primary" href="/web/20200413104708/https://www.thomsonreuters.com/en/artificial-intelligence/introduction-to-artificial-intelligence-at-thomson-reuters.html"> <span class="tr-Link-inner">Read more</span> <div class="tr-Link-icon"> <span class="tr-Svg"> <span class="tr-Svg-inner"><svg aria-hidden="true" viewbox="0 0 24 24"><g class="nc-icon-wrapper" fill="none" stroke="currentColor" stroke-width="2"><path d="M2 12h20" data-cap="butt" data-color="color-2"></path><path d="M15 5l7 7-7 7" stroke-linecap="square"></path></g></svg></span> </span> </div> </a> </div> </div> <div class="tr-Grid-item"> </div> </div> </div> </div> </div> </div> <div id="research" class="tr-PageNavAnchor"></div> <div class="tr-Section tr-Section--grayLighter"> <div class="tr-Section-inner"> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <div class="tr-Header tr-Header--center"> <div class="tr-Header-eyebrow"> <p class="tr-Eyebrow u-typographySmallCaps"></p> </div> <div class="tr-Header-heading"> <div class="tr-VerticalSpacing tr-VerticalSpacing--xs"> <h2 class="tr-Heading tr-Heading--l"> <b>Research areas</b></h2> </div> </div> <div class="tr-Header-standfirst"> <p class="tr-Standfirst">Our core set of applied research</p> </div> </div> </div> <div class="tr-VerticalSpacing tr-VerticalSpacing--l"> <div class="tr-Grid tr-Grid--even4"> <div class="tr-Grid-items"> <!--tall text with link--> <div class="tr-Grid-item"> <div class="tr-TextCard"> <div class="tr-TextCardBase tr-TextCardBase--top"> <div class="tr-CardBase tr-CardBase--medium "> <a href="/web/20200413104708/https://www.thomsonreuters.com/en/artificial-intelligence/natural-language-processing.html" class="tr-Anchor tr-CardBase-link"> <div class="tr-CardBase-inner"> <div class="tr-TextCardBase-content"> <div class="tr-TextCardBase-body"> <div class="tr-TextCardBase-heading"> <h3 class="tr-Heading tr-Heading--xs"><strong>Natural language processing</strong></h3> </div> <div class="tr-TextCardBase-description"> <div> <div class="tr-VerticalSpacing tr-VerticalSpacing--s"> <p>Natural Language Processing (NLP) focuses on designing algorithms to parse, analyze, mine and ultimately ‘understand’ and generate human language. NLP is one of our key-enabling technologies because we operate in text heavy industries.</p> </div> <p class="tr-Eyebrow u-typographySmallCaps"></p> <div></div> </div> </div> </div> <div class="tr-TextCardBase-footer"> <div class="tr-LinkCardFooter"> <span class="tr-Link tr-Link--withIcon tr-Link--primary"> <span class="tr-Link-inner">Learn more</span> <div class="tr-Link-icon"> <span class="tr-Svg"> <span class="tr-Svg-inner"><svg aria-hidden="true" viewbox="0 0 24 24"><g class="nc-icon-wrapper" fill="none" stroke="currentColor" stroke-width="2"><path d="M2 12h20" data-cap="butt" data-color="color-2"></path><path d="M15 5l7 7-7 7" stroke-linecap="square"></path></g></svg></span> </span> </div> </span> </div> </div> </div> </div> </a> </div> </div> </div> </div> <!--tall text with link--> <div class="tr-Grid-item"> <div class="tr-TextCard"> <div class="tr-TextCardBase tr-TextCardBase--top"> <div class="tr-CardBase tr-CardBase--medium "> <a href="/web/20200413104708/https://www.thomsonreuters.com/en/artificial-intelligence/information-retrieval.html" class="tr-Anchor tr-CardBase-link"> <div class="tr-CardBase-inner"> <div class="tr-TextCardBase-content"> <div class="tr-TextCardBase-body"> <div class="tr-TextCardBase-heading"> <h3 class="tr-Heading tr-Heading--xs"><strong>Information retrieval</strong></h3> </div> <div class="tr-TextCardBase-description"> <div> <div class="tr-VerticalSpacing tr-VerticalSpacing--s"> <p>Information Retrieval (IR) is concerned with helping researchers find what they are looking for. It covers all three modalities of the findability problem: search, recommender systems and navigation-based discovery.</p> </div> <p class="tr-Eyebrow u-typographySmallCaps"></p> <div></div> </div> </div> </div> <div class="tr-TextCardBase-footer"> <div class="tr-LinkCardFooter"> <span class="tr-Link tr-Link--withIcon tr-Link--primary"> <span class="tr-Link-inner">Learn more</span> <div class="tr-Link-icon"> <span class="tr-Svg"> <span class="tr-Svg-inner"><svg aria-hidden="true" viewbox="0 0 24 24"><g class="nc-icon-wrapper" fill="none" stroke="currentColor" stroke-width="2"><path d="M2 12h20" data-cap="butt" data-color="color-2"></path><path d="M15 5l7 7-7 7" stroke-linecap="square"></path></g></svg></span> </span> </div> </span> </div> </div> </div> </div> </a> </div> </div> </div> </div> <!--tall text with link--> <div class="tr-Grid-item"> <div class="tr-TextCard"> <div class="tr-TextCardBase tr-TextCardBase--top"> <div class="tr-CardBase tr-CardBase--medium "> <a href="/web/20200413104708/https://www.thomsonreuters.com/en/artificial-intelligence/machine-learning.html" class="tr-Anchor tr-CardBase-link"> <div class="tr-CardBase-inner"> <div class="tr-TextCardBase-content"> <div class="tr-TextCardBase-body"> <div class="tr-TextCardBase-heading"> <h3 class="tr-Heading tr-Heading--xs"><strong>Machine learning</strong></h3> </div> <div class="tr-TextCardBase-description"> <div> <div class="tr-VerticalSpacing tr-VerticalSpacing--s"> <p>Machine Learning (ML) is the discipline of developing programs that learn from data. From classification, to mining, to predicting, ML is at the center of what we do. It is how we solve problems; it is our toolbox.</p> </div> <p class="tr-Eyebrow u-typographySmallCaps"></p> <div></div> </div> </div> </div> <div class="tr-TextCardBase-footer"> <div class="tr-LinkCardFooter"> <span class="tr-Link tr-Link--withIcon tr-Link--primary"> <span class="tr-Link-inner">Learn more</span> <div class="tr-Link-icon"> <span class="tr-Svg"> <span class="tr-Svg-inner"><svg aria-hidden="true" viewbox="0 0 24 24"><g class="nc-icon-wrapper" fill="none" stroke="currentColor" stroke-width="2"><path d="M2 12h20" data-cap="butt" data-color="color-2"></path><path d="M15 5l7 7-7 7" stroke-linecap="square"></path></g></svg></span> </span> </div> </span> </div> </div> </div> </div> </a> </div> </div> </div> </div> <!--tall text with link--> <div class="tr-Grid-item"> <div class="tr-TextCard"> <div class="tr-TextCardBase tr-TextCardBase--top"> <div class="tr-CardBase tr-CardBase--medium "> <a href="/web/20200413104708/https://www.thomsonreuters.com/en/artificial-intelligence/publications.html" class="tr-Anchor tr-CardBase-link"> <div class="tr-CardBase-inner"> <div class="tr-TextCardBase-content"> <div class="tr-TextCardBase-body"> <div class="tr-TextCardBase-heading"> <h3 class="tr-Heading tr-Heading--xs"><strong>Publications</strong></h3> </div> <div class="tr-TextCardBase-description"> <div> <div class="tr-VerticalSpacing tr-VerticalSpacing--s"> <p>At Thomson Reuters, we place high value on being active members of the research community. We benefit from published research in our work, so we try to contribute back by sharing some of our research and findings through publications. </p> </div> <p class="tr-Eyebrow u-typographySmallCaps"></p> <div></div> </div> </div> </div> <div class="tr-TextCardBase-footer"> <div class="tr-LinkCardFooter"> <span class="tr-Link tr-Link--withIcon tr-Link--primary"> <span class="tr-Link-inner">Learn more</span> <div class="tr-Link-icon"> <span class="tr-Svg"> <span class="tr-Svg-inner"><svg aria-hidden="true" viewbox="0 0 24 24"><g class="nc-icon-wrapper" fill="none" stroke="currentColor" stroke-width="2"><path d="M2 12h20" data-cap="butt" data-color="color-2"></path><path d="M15 5l7 7-7 7" stroke-linecap="square"></path></g></svg></span> </span> </div> </span> </div> </div> </div> </div> </a> </div> </div> </div> </div> </div> </div> </div> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <div class="tr-LongformRichText "> </div> </div> </div> </div> <div id="projects" class="tr-PageNavAnchor"></div> <div class="tr-Section tr-Section--white"> <div class="tr-Section-inner"> <div class="tr-VerticalSpacing tr-VerticalSpacing--xl"> <div class="tr-Header tr-Header--center"> <div class="tr-Header-eyebrow"> <p class="tr-Eyebrow u-typographySmallCaps"></p> </div> <div class="tr-Header-heading"> <div class="tr-VerticalSpacing tr-VerticalSpacing--xs"> <h2 class="tr-Heading tr-Heading--l"> <b>Research projects</b></h2> </div> </div> </div> </div> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <div class="tr-Sandwich tr-Sandwich--content35media25 "> <div class="tr-Sandwich-lead"> <div class="tr-Sandwich-leadItem"> <h3 class="tr-Heading tr-Heading--m"> <p><b>Document analysis </b></p> </h3> </div> </div> <div class="tr-Sandwich-media"> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <div data-react-from-markup-container="true"> <figure class="tr-Figure" data-rehydratable="tr-Figure" data-expandable="false"> <div class="tr-Figure-inner"> <div class="tr-Figure-imageWrapper"> <div class="tr-Image"> <img class="tr-Image-img" alt="Document analysis " src="/web/20200413104708im_/https://www.thomsonreuters.com/content/dam/ewp-m/images/thomsonreuters/en/artificial-intellegence/docanalysis-hero-2880.jpg.transform/rect-768/q90/image.jpg" srcset="/web/20200413104708im_/https://www.thomsonreuters.com/content/dam/ewp-m/images/thomsonreuters/en/artificial-intellegence/docanalysis-hero-2880.jpg.transform/rect-1536/q90/image.jpg 2x"/> </div> </div> </div> </figure> </div> </div> </div> <div class="tr-Sandwich-content"> <div class="tr-SandwichContentItem"> <div class="tr-RichText tr-RichText--small"><p>Professional knowledge work is often document-centric. This research project focuses on developing algorithms and tools to automate or machine-assist document review and analysis tasks.</p> </div> </div> <div class="tr-SandwichContentItem"> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <a class="tr-Anchor tr-Link tr-Link--withIcon tr-Link--primary" href="/web/20200413104708/https://www.thomsonreuters.com/en/artificial-intelligence/document-analysis.html"> <span class="tr-Link-inner">Learn more</span> <div class="tr-Link-icon"> <span class="tr-Svg"> <span class="tr-Svg-inner"><svg aria-hidden="true" viewbox="0 0 24 24"><g class="nc-icon-wrapper" fill="none" stroke="currentColor" stroke-width="2"><path d="M2 12h20" data-cap="butt" data-color="color-2"></path><path d="M15 5l7 7-7 7" stroke-linecap="square"></path></g></svg></span> </span> </div> </a> </div> </div> </div> </div> </div> <div class="tr-VerticalSpacing tr-VerticalSpacing--xl"> <div class="tr-Sandwich tr-Sandwich--content35media25 "> <div class="tr-Sandwich-lead"> <div class="tr-Sandwich-leadItem"> <h3 class="tr-Heading tr-Heading--m"> <p><b>Machine reading comprehension</b></p> </h3> </div> </div> <div class="tr-Sandwich-media"> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <div data-react-from-markup-container="true"> <figure class="tr-Figure" data-rehydratable="tr-Figure" data-expandable="false"> <div class="tr-Figure-inner"> <div class="tr-Figure-imageWrapper"> <div class="tr-Image"> <img class="tr-Image-img" alt="coding-on-monitor" src="/web/20200413104708im_/https://www.thomsonreuters.com/content/dam/ewp-m/images/test-site/testing/korea/207717-174104296-940x528.jpg.transform/rect-768/q90/image.jpg" srcset="/web/20200413104708im_/https://www.thomsonreuters.com/content/dam/ewp-m/images/test-site/testing/korea/207717-174104296-940x528.jpg.transform/rect-1536/q90/image.jpg 2x"/> </div> </div> </div> </figure> </div> </div> </div> <div class="tr-Sandwich-content"> <div class="tr-SandwichContentItem"> <div class="tr-RichText tr-RichText--small"><p>Machine reading comprehension (MRC) is a subfield of NLP with the long term objective of endowing machines with the capability to read, understand, reason, and answer questions about unstructured natural language text.</p> </div> </div> <div class="tr-SandwichContentItem"> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <a class="tr-Anchor tr-Link tr-Link--withIcon tr-Link--primary" href="/web/20200413104708/https://www.thomsonreuters.com/en/artificial-intelligence/machine-reading.html"> <span class="tr-Link-inner">Learn more</span> <div class="tr-Link-icon"> <span class="tr-Svg"> <span class="tr-Svg-inner"><svg aria-hidden="true" viewbox="0 0 24 24"><g class="nc-icon-wrapper" fill="none" stroke="currentColor" stroke-width="2"><path d="M2 12h20" data-cap="butt" data-color="color-2"></path><path d="M15 5l7 7-7 7" stroke-linecap="square"></path></g></svg></span> </span> </div> </a> </div> </div> </div> </div> </div> <div class="tr-VerticalSpacing tr-VerticalSpacing--xl"> <div class="tr-Sandwich tr-Sandwich--content35media25 "> <div class="tr-Sandwich-lead"> <div class="tr-Sandwich-leadItem"> <h3 class="tr-Heading tr-Heading--m"> <p><b>Text mining</b></p> </h3> </div> </div> <div class="tr-Sandwich-media"> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <div data-react-from-markup-container="true"> <figure class="tr-Figure" data-rehydratable="tr-Figure" data-expandable="false"> <div class="tr-Figure-inner"> <div class="tr-Figure-imageWrapper"> <div class="tr-Image"> <img class="tr-Image-img" alt="" src="/web/20200413104708im_/https://www.thomsonreuters.com/content/dam/ewp-m/images/thomsonreuters/en/ai/ai-text-mining-2880x1100.png.transform/rect-768/q90/image.png" srcset="/web/20200413104708im_/https://www.thomsonreuters.com/content/dam/ewp-m/images/thomsonreuters/en/ai/ai-text-mining-2880x1100.png.transform/rect-1536/q90/image.png 2x"/> </div> </div> </div> </figure> </div> </div> </div> <div class="tr-Sandwich-content"> <div class="tr-SandwichContentItem"> <div class="tr-RichText tr-RichText--small"><p>Text mining focuses on developing algorithms to extract valuable information from text to optimize knowledge tasks focusing on content organization, consumption, distribution and analysis.</p> </div> </div> <div class="tr-SandwichContentItem"> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <a class="tr-Anchor tr-Link tr-Link--withIcon tr-Link--primary" href="/web/20200413104708/https://www.thomsonreuters.com/en/artificial-intelligence/text-mining.html"> <span class="tr-Link-inner">Learn more</span> <div class="tr-Link-icon"> <span class="tr-Svg"> <span class="tr-Svg-inner"><svg aria-hidden="true" viewbox="0 0 24 24"><g class="nc-icon-wrapper" fill="none" stroke="currentColor" stroke-width="2"><path d="M2 12h20" data-cap="butt" data-color="color-2"></path><path d="M15 5l7 7-7 7" stroke-linecap="square"></path></g></svg></span> </span> </div> </a> </div> </div> </div> </div> </div> </div> </div> <div class="tr-SectionBridge tr-SectionBridge--whiteTop tr-SectionBridge--grayLightestBottom"> <div class="tr-SectionBridge-inner"> <div class="tr-Section tr-Section--grayDark"> <div class="tr-Section-inner"> <div class="tr-Header tr-Header--center"> <div class="tr-Header-eyebrow"> <p class="tr-Eyebrow u-typographySmallCaps"></p> </div> <div class="tr-Header-heading"> <div class="tr-VerticalSpacing tr-VerticalSpacing--xs"> <h2 class="tr-Heading tr-Heading--m"> Artificial intelligence by the numbers legal (as of Sept. 2019)</h2> </div> </div> </div> <ul class="tr-DataCallout "> <li class="tr-DataCallout-item"> <div class="tr-DataCallout-itemValue">5.25 TB</div> <div class="tr-DataCallout-itemDescription">Total size of processed data</div> </li> <li class="tr-DataCallout-item"> <div class="tr-DataCallout-itemValue">1.5 billion</div> <div class="tr-DataCallout-itemDescription">Number of citations (extracted)</div> </li> <li class="tr-DataCallout-item"> <div class="tr-DataCallout-itemValue">650 million</div> <div class="tr-DataCallout-itemDescription">Number of processed documents</div> </li> </ul> </div> </div> </div> </div> <div class="tr-Section tr-Section--grayLightest"> <div class="tr-Section-inner"> <!-- Set default layoutType value for existing content --> <div class="tr-VerticalSpacing tr-VerticalSpacing--m"> <div class="tr-ProfileGallery tr-ProfileGallery--verticalAtDesktop"> <div class="tr-Grid tr-Grid--1323"> <div class="tr-Grid-items"> <div class="tr-Grid-item"> <div class="tr-ProfileGallery-intro"> <div class="tr-ProfileGallery-standfirst"><span class="tr-Standfirst"><p><b>Meet our A.I. experts</b><br/> Our talented team of scientists, engineers, designers and developers come from diverse backgrounds, are creative problem solvers and dedicated to advancing knowledge work with AI/ML.</p> </span> </div> </div> </div> <!-- TODO - fix this template when markup is ready --> <div class="tr-Grid-item"> <div 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