Granite | IBM

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data-last-modified-c4d="Mon Feb 10 19:32:14 UTC 2025" data-last-published-c4d="Mon Feb 10 19:32:14 UTC 2025" data-template-c4d="/conf/adobe-cms-editable/settings/wcm/templates/full-width-layout" data-playing-mode-c4d="inline"> </div> </c4d-background-media> </c4d-leadspace> </div> </div> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-leadspace.lc-2d50e2fcd68a57f32e42baf02c067083-lc.min.js"></script> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-background-media.lc-af3c175b75aba523fb86f23a6f8fef71-lc.min.js"></script> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-caem-star-rating.lc-5b3b3916bf2ff9827060f96b08c2bba1-lc.min.js"></script> </div> </div> </div> <div class="table-of-contents container responsivegrid"> <c4d-table-of-contents data-cmp-is="table-of-contents" data-autoid="c4d--tableofcontents" class="cmp-table-of-contents" stickyoffset="48" toc-layout="horizontal" toc-hide="hidden"> <div id="table-of-contents-51286e0694" class="cmp-table-of-contents"> <div class="intro-section themed-block theme-white"> <div class="intro-section--flex fullwidth-intro-section"> <div class="intro-section--heading-wrapper"> <h2 class="expressive-heading-05"> Meet Granite </h2> </div> <div class="intro-section--content-wrapper"> <span> <div class="cms-richtext " id="rich-text-d4ac26ec64" data-dynamic-inner-content="description"> <p>Our third generation of AI language models are here. Fit for purpose and open sourced, these enterprise-ready models deliver exceptional performance against safety benchmarks and across a wide range of enterprise tasks from cybersecurity to RAG.</p> </div> </span> <c4d-link-list type="vertical"> <c4d-link-list-item-cta aria-label="IBM Granite 3.0: new open, enterprise-ready models" cta-type="local" href="https://www.ibm.com/new/ibm-granite-3-0-open-state-of-the-art-enterprise-models" icon-placement="right" role="listitem" target="_self" data-video-modal-type="media-center"> IBM Granite 3.0: new open, enterprise-ready models </c4d-link-list-item-cta> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-cibm-cta.lc-07b5c9e0985171611c73aee4a84443a6-lc.min.js"></script> <c4d-link-list-item-cta aria-label="Granite 3.0 technical paper" cta-type="external" href="https://github.com/ibm-granite/granite-3.0-language-models/blob/main/paper.pdf" icon-placement="right" role="listitem" target="_blank" data-video-modal-type="media-center"> Granite 3.0 technical paper </c4d-link-list-item-cta> </c4d-link-list> </div> </div> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-link-list.lc-ce5ae56ac1a30ed4a9ecb09831e0da3d-lc.min.js"></script> </div> <div class="promotional-banner"> <c4d-promo-banner class="theme-white"> <c4d-image id="image--1882425391" alt="Granite illustration" slot="image" default-src="/content/dam/connectedassets-adobe-cms/worldwide-content/cdp/cf/ul/g/3a/9d/generatemoredemand.jpg" class=""> </c4d-image> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-image.lc-048b87a201e74013bc54445146fdadd0-lc.min.js"></script> <span class="productive-heading-02"><p>NEW Granite 3.2 preview with reasoning capabilities</p> </span> <span class=" "></span> <c4d-button href="https://www.ibm.com/new/announcements/bringing-reasoning-to-granite" target="_self" kind="tertiary" slot="cta" aria-label="Read the blog" cta-type="local"> <span>Read the blog</span> </c4d-button> </c4d-promo-banner> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-countdown.lc-cf7df9e5ba184ec966a9191872d5202d-lc.min.js"></script> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-promo-banner.lc-2bfde8dcd39f41b7327a87dd4d0a4568-lc.min.js"></script> </div> <div class="cta-section thick-stat"> <c4d-cta-block class=" title-plus-3-items-layout" no-border> <c4d-content-block-heading class="expressive-heading-05"> Models </c4d-content-block-heading> <c4d-cta-block-item-row no-border> <c4d-cta-block-item class="cds--cta-block-item__pictogram-styling"> <svg fill="url(#pictogram-color-gradient-180-blue-to-teal)" slot="media" class="language--05 pictogram-color-gradient-180-blue-to-teal cds--pictogram-item__pictogram" data-autoid="c4d--pictogram-item__pictogram" focusable="false" viewBox="0 0 80 80" height="80" width="80" role="img"> <use href="#language--05" height="80" width="80"></use> <defs> <linearGradient id="pictogram-color-gradient-180-blue-to-purple" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#8a3ffc"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-dark-to-light" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#78a9ff"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-to-teal" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#08bdba"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-to-magenta" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#ff7eb6"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-red-to-purple" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#fa4d56"/> <stop offset="100%" stop-color="#a56eff"/> </linearGradient> <linearGradient id="pictogram-color-blue-80"> <stop 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data-dynamic-inner-content="description"> <p>Base and instruction-tuned language models designed for agentic workflows, RAG, text summarization, text analytics and extraction, classification, and content generation.</p> </div> </c4d-content-item-paragraph> </c4d-content-item-copy> <c4d-text-cta cta-type="local" icon-placement="right" href="https://www.ibm.com/granite/docs/models/granite" target="_self" aria-label="Read Granite 3.0 documentation" data-dynamic-properties="{"ctaUrl":"href"}" data-dynamic-inner-content="ctaLabel" slot="footer" data-video-modal-type="media-center">Read Granite 3.1 documentation </c4d-text-cta> <c4d-text-cta cta-type="external" icon-placement="right" href="https://huggingface.co/collections/ibm-granite/granite-31-language-models-6751dbbf2f3389bec5c6f02d" target="_blank" aria-label="Get language models on Hugging Face" data-dynamic-properties="{"ctaUrl":"href"}" data-dynamic-inner-content="ctaLabel" slot="footer" data-video-modal-type="media-center">Get language models on Hugging Face </c4d-text-cta> </c4d-cta-block-item> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-cta-block.lc-e1ab5b8468841f4015cbbfcd7319eab5-lc.min.js"></script> <c4d-cta-block-item class="cds--cta-block-item__pictogram-styling"> <svg fill="url(#pictogram-color-gradient-180-blue-to-teal)" slot="media" class="code--syntax pictogram-color-gradient-180-blue-to-teal cds--pictogram-item__pictogram" data-autoid="c4d--pictogram-item__pictogram" focusable="false" viewBox="0 0 80 80" height="80" width="80" role="img"> <use href="#code--syntax" height="80" width="80"></use> <defs> <linearGradient id="pictogram-color-gradient-180-blue-to-purple" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#8a3ffc"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-dark-to-light" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#78a9ff"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-to-teal" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#08bdba"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-to-magenta" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#ff7eb6"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-red-to-purple" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#fa4d56"/> <stop offset="100%" stop-color="#a56eff"/> </linearGradient> <linearGradient id="pictogram-color-blue-80"> <stop stop-color="#002d9c"/> </linearGradient> <linearGradient id="pictogram-color-blue-80"> <stop stop-color="#002d9c"/> </linearGradient> <linearGradient id="pictogram-color-blue-60"> <stop stop-color="#0f62fe"/> </linearGradient> <linearGradient id="pictogram-color-cyan-50"> <stop stop-color="#1192E8"/> </linearGradient> <linearGradient id="pictogram-color-purple-60"> <stop stop-color="#8A3FFC"/> </linearGradient> <linearGradient id="pictogram-color-green-50"> <stop stop-color="#24a148"/> </linearGradient> <linearGradient id="pictogram-color-teal-50"> <stop stop-color="#009d9a"/> </linearGradient> <linearGradient id="pictogram-color-magenta-50"> <stop stop-color="#EE5396"/> </linearGradient> <linearGradient id="pictogram-color-red-60"> <stop stop-color="#DA1E28"/> </linearGradient> </defs> </svg> <div class="pictogram-svg-source"> <svg xmlns="http://www.w3.org/2000/svg" id="code--syntax" viewBox="0 0 32 32"><path d="M29,3.5C29,3.776,28.776,4,28.5,4S28,3.776,28,3.5S28.224,3,28.5,3S29,3.224,29,3.5z M26.5,3 C26.224,3,26,3.224,26,3.5S26.224,4,26.5,4S27,3.776,27,3.5S26.776,3,26.5,3z M24.5,3C24.224,3,24,3.224,24,3.5S24.224,4,24.5,4 S25,3.776,25,3.5S24.776,3,24.5,3z M31,30.36H1c-0.199,0-0.36-0.161-0.36-0.36V2c0-0.199,0.161-0.36,0.36-0.36h30 c0.199,0,0.36,0.161,0.36,0.36v28C31.36,30.199,31.199,30.36,31,30.36z M1.36,29.64h29.28V5.36H1.36V29.64z M1.36,4.64h29.28V2.36 H1.36V4.64z M13.5,24.142l-0.662-0.283l6-14l0.662,0.283L13.5,24.142z M21.424,21.255l-0.51-0.51L24.66,17l-3.746-3.746l0.51-0.509 l4,4c0.141,0.141,0.141,0.369,0,0.509L21.424,21.255z M10.915,21.255l-4-4c-0.141-0.141-0.141-0.369,0-0.509l4-4l0.509,0.509 L7.678,17l3.745,3.745L10.915,21.255z"/></svg> </div> <c4d-content-item-heading> Granite for code </c4d-content-item-heading> <c4d-content-item-copy> <c4d-content-item-paragraph> <div class="cms-richtext " id="rich-text-c2cd71f27b" data-dynamic-inner-content="description"> <p>Decoder-only models designed for code generative tasks, including code generation, code explanation, and code editing, trained with code written in 116 programming languages.</p> </div> </c4d-content-item-paragraph> </c4d-content-item-copy> <c4d-text-cta cta-type="local" icon-placement="right" href="https://www.ibm.com/granite/docs/models/code" target="_self" aria-label="Read Granite for code documentation" data-dynamic-properties="{"ctaUrl":"href"}" data-dynamic-inner-content="ctaLabel" slot="footer" data-video-modal-type="media-center">Read Granite for code documentation </c4d-text-cta> <c4d-text-cta cta-type="external" icon-placement="right" href="https://huggingface.co/collections/ibm-granite/granite-code-models-6624c5cec322e4c148c8b330" target="_blank" data-dynamic-properties="{"ctaUrl":"href"}" data-dynamic-inner-content="ctaLabel" slot="footer">Get code models on Hugging Face </c4d-text-cta> </c4d-cta-block-item> <c4d-cta-block-item class="cds--cta-block-item__pictogram-styling"> <svg fill="url(#pictogram-color-gradient-180-blue-to-teal)" slot="media" class="chart--area pictogram-color-gradient-180-blue-to-teal cds--pictogram-item__pictogram" data-autoid="c4d--pictogram-item__pictogram" focusable="false" viewBox="0 0 80 80" height="80" width="80" role="img"> <use href="#chart--area" height="80" width="80"></use> <defs> <linearGradient id="pictogram-color-gradient-180-blue-to-purple" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#8a3ffc"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-dark-to-light" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#78a9ff"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-to-teal" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#08bdba"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-to-magenta" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#ff7eb6"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-red-to-purple" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#fa4d56"/> <stop offset="100%" stop-color="#a56eff"/> </linearGradient> <linearGradient id="pictogram-color-blue-80"> <stop stop-color="#002d9c"/> </linearGradient> <linearGradient id="pictogram-color-blue-80"> <stop stop-color="#002d9c"/> </linearGradient> <linearGradient id="pictogram-color-blue-60"> <stop stop-color="#0f62fe"/> </linearGradient> <linearGradient id="pictogram-color-cyan-50"> <stop stop-color="#1192E8"/> </linearGradient> <linearGradient id="pictogram-color-purple-60"> <stop stop-color="#8A3FFC"/> </linearGradient> <linearGradient id="pictogram-color-green-50"> <stop stop-color="#24a148"/> </linearGradient> <linearGradient id="pictogram-color-teal-50"> <stop stop-color="#009d9a"/> </linearGradient> <linearGradient id="pictogram-color-magenta-50"> <stop stop-color="#EE5396"/> </linearGradient> <linearGradient id="pictogram-color-red-60"> <stop stop-color="#DA1E28"/> </linearGradient> </defs> </svg> <div class="pictogram-svg-source"> <svg xmlns="http://www.w3.org/2000/svg" id="chart--area" viewBox="0 0 32 32"><path d="M31,31.36H1c-0.199,0-0.36-0.161-0.36-0.36V1h0.72v6.5l11.526-3.842 c0.138-0.045,0.292-0.003,0.387,0.107l5.83,6.801l11.758-4.899c0.111-0.047,0.238-0.034,0.338,0.033C31.3,5.767,31.36,5.879,31.36,6 v25C31.36,31.199,31.199,31.36,31,31.36z M1.36,30.64h29.28v-7.058l-7.479,3.74c-0.118,0.059-0.259,0.049-0.367-0.027l-9.787-6.851 L1.36,29.18V30.64z M1.36,22.149v6.131l11.424-8.568c0.125-0.094,0.295-0.095,0.422-0.007l9.825,6.877l7.608-3.805v-8.142 l-9.454,5.673c-0.154,0.094-0.354,0.058-0.467-0.084l-7.749-9.686L1.36,22.149z M1.36,8.259v12.872L12.746,9.746 c0.072-0.073,0.173-0.114,0.274-0.105c0.102,0.005,0.197,0.055,0.261,0.134l7.804,9.754l9.555-5.733V6.54l-11.501,4.792 c-0.145,0.059-0.311,0.021-0.412-0.098l-5.842-6.816L1.36,8.259z"/></svg> </div> <c4d-content-item-heading> Granite for time series </c4d-content-item-heading> <c4d-content-item-copy> <c4d-content-item-paragraph> <div class="cms-richtext " id="rich-text-29fb6f3b52" data-dynamic-inner-content="description"> <p>Lightweight and pre-trained for time-series forecasting, optimized to run efficiently across a range of hardware configurations.</p> </div> </c4d-content-item-paragraph> </c4d-content-item-copy> <c4d-text-cta cta-type="local" icon-placement="right" href="https://www.ibm.com/granite/docs/models/time-series" target="_blank" aria-label="Read Granite time series documentation" data-dynamic-properties="{"ctaUrl":"href"}" data-dynamic-inner-content="ctaLabel" slot="footer" data-video-modal-type="media-center">Read Granite time series documentation </c4d-text-cta> <c4d-text-cta cta-type="external" icon-placement="right" href="https://huggingface.co/collections/ibm-granite/granite-time-series-models-663a90c6a2da73482bce3dc6" target="_blank" data-dynamic-properties="{"ctaUrl":"href"}" data-dynamic-inner-content="ctaLabel" slot="footer">Get time series models on Hugging Face </c4d-text-cta> </c4d-cta-block-item> <c4d-cta-block-item class="cds--cta-block-item__pictogram-styling"> <svg fill="url(#pictogram-color-gradient-180-blue-to-teal)" slot="media" class="continuous--security pictogram-color-gradient-180-blue-to-teal cds--pictogram-item__pictogram" data-autoid="c4d--pictogram-item__pictogram" focusable="false" viewBox="0 0 80 80" height="80" width="80" role="img"> <use href="#continuous--security" height="80" width="80"></use> <defs> <linearGradient id="pictogram-color-gradient-180-blue-to-purple" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#8a3ffc"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-dark-to-light" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#78a9ff"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-to-teal" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#08bdba"/> </linearGradient> <linearGradient 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<c4d-content-item-heading> Granite Guardian </c4d-content-item-heading> <c4d-content-item-copy> <c4d-content-item-paragraph> <div class="cms-richtext " id="rich-text-ebb22dca68" data-dynamic-inner-content="description"> <p>Safeguard AI with Granite Guardian, ensuring enterprise data security and mitigating risks across a variety of user prompts and LLM responses, with top performance in 15+ safety benchmarks.</p> </div> </c4d-content-item-paragraph> </c4d-content-item-copy> <c4d-text-cta cta-type="local" icon-placement="right" href="https://www.ibm.com/granite/docs/models/guardian" target="_self" aria-label="Read Granite Guardian documentation" data-dynamic-properties="{"ctaUrl":"href"}" data-dynamic-inner-content="ctaLabel" slot="footer" data-video-modal-type="media-center">Read Granite Guardian documentation </c4d-text-cta> <c4d-text-cta cta-type="external" icon-placement="right" href="https://huggingface.co/ibm-granite/granite-guardian-3.0-8b" target="_blank" aria-label="Try Granite Guardian on Hugging Face" data-dynamic-properties="{"ctaUrl":"href"}" data-dynamic-inner-content="ctaLabel" slot="footer" data-video-modal-type="media-center">Get Granite Guardian on Hugging Face </c4d-text-cta> </c4d-cta-block-item> <c4d-cta-block-item class="cds--cta-block-item__pictogram-styling"> <svg fill="url(#pictogram-color-gradient-180-blue-to-teal)" slot="media" class="americas pictogram-color-gradient-180-blue-to-teal cds--pictogram-item__pictogram" data-autoid="c4d--pictogram-item__pictogram" focusable="false" viewBox="0 0 80 80" height="80" width="80" role="img"> <use href="#americas" height="80" width="80"></use> <defs> <linearGradient id="pictogram-color-gradient-180-blue-to-purple" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#8a3ffc"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-dark-to-light" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop 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data-dynamic-inner-content="description"> <p>NASA and IBM teamed up to create an AI Foundation Model for Earth Observations using large-scale satellite and remote sensing data.</p> </div> </c4d-content-item-paragraph> </c4d-content-item-copy> <c4d-text-cta cta-type="external" icon-placement="right" href="https://huggingface.co/ibm-nasa-geospatial" target="_blank" data-dynamic-properties="{"ctaUrl":"href"}" data-dynamic-inner-content="ctaLabel" slot="footer" data-video-modal-type="media-center">Get the geospatial model on Hugging Face </c4d-text-cta> </c4d-cta-block-item> <c4d-cta-block-item class="cds--cta-block-item__pictogram-styling"> <svg fill="url(#pictogram-color-gradient-180-blue-to-teal)" slot="media" class="embed pictogram-color-gradient-180-blue-to-teal cds--pictogram-item__pictogram" data-autoid="c4d--pictogram-item__pictogram" focusable="false" viewBox="0 0 80 80" height="80" width="80" role="img"> <use href="#embed" height="80" width="80"></use> <defs> <linearGradient 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d="M27,31.36H3c-1.301,0-2.36-1.059-2.36-2.36V5c0-1.301,1.059-2.36,2.36-2.36h13v0.72H3 C2.096,3.36,1.36,4.096,1.36,5v24c0,0.904,0.736,1.64,1.64,1.64h24c0.904,0,1.64-0.735,1.64-1.64V16h0.721v13 C29.36,30.302,28.302,31.36,27,31.36z M23,18.36h-9.36V9h0.72v8.131L30.745,0.746l0.51,0.509L14.869,17.64H23V18.36z"/></svg> </div> <c4d-content-item-heading> Granite embedding models </c4d-content-item-heading> <c4d-content-item-copy> <c4d-content-item-paragraph> <div class="cms-richtext " id="rich-text-7d56581448" data-dynamic-inner-content="description"> <p>Designed to significantly enhance understanding of user intent and increase the relevance of information and sources in response to a query.</p> </div> </c4d-content-item-paragraph> </c4d-content-item-copy> <c4d-text-cta cta-type="external" icon-placement="right" href="https://huggingface.co/collections/ibm-granite/granite-embedding-models-6750b30c802c1926a35550bb" target="_blank" aria-label="Get the emedded models on Hugging Face" data-dynamic-properties="{"ctaUrl":"href"}" data-dynamic-inner-content="ctaLabel" slot="footer" data-video-modal-type="media-center">Get the embedded models on Hugging Face </c4d-text-cta> </c4d-cta-block-item> </c4d-cta-block-item-row> </c4d-cta-block> </div> <div class="item-horizontal-with-media"> <c4d-content-item-row-media align="right" data-autoid="c4d--content-item-horizontal-media" class="cds--content-item-horizontal-media__full-width"> <c4d-image id="image--1048299275" alt="Chart showing granite benchmarks" slot="media" default-src="/content/dam/connectedassets-adobe-cms/worldwide-content/creative-assets/s-migr/ul/g/9d/89/security-benchmarks-granite-landing-page.png" class="" heading="Average scores across benchmarks included in Hugging Face's RAGBench Leaderboard"> </c4d-image> <c4d-content-item-row-eyebrow> </c4d-content-item-row-eyebrow> <c4d-content-item-heading role="heading" aria-level="4" data-autoid="c4d--content-item__heading" slot="heading"> <span class="enhanced-title "><span class="watsonx-mobile-font"></span>Benchmarks</span> </c4d-content-item-heading> <c4d-content-item-row-media-copy> <c4d-content-item-paragraph> Previous generations of Granite models prioritized specialized use cases. In addition to offering even greater efficacy in those arenas, IBM Granite 3.0 models match—and, in some cases, exceed—the general performance of leading open weight LLMs across both academic and enterprise benchmarks. </c4d-content-item-paragraph> </c4d-content-item-row-media-copy> <c4d-link-list slot="footer" type="vertical"> <c4d-link-list-item-cta cta-type="local" href="https://www.ibm.com/new/ibm-granite-3-0-open-state-of-the-art-enterprise-models" icon-placement="right" role="listitem" target="_self" data-video-modal-type="media-center"> Explore more benchmarks </c4d-link-list-item-cta> </c4d-link-list> </c4d-content-item-row-media> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-content-item-row.lc-0ef88d0ed99504e07d0770b7afcef6e3-lc.min.js"></script> </div> <div class="cta-section thick-stat"> <c4d-cta-block class=" title-plus-3-items-layout" no-border> <c4d-content-block-heading class=""> Why Granite? </c4d-content-block-heading> <c4d-cta-block-item-row no-border> <c4d-cta-block-item class="cds--cta-block-item__pictogram-styling"> <svg fill="url(#pictogram-color-gradient-180-blue-to-teal)" slot="media" class="americas pictogram-color-gradient-180-blue-to-teal cds--pictogram-item__pictogram" data-autoid="c4d--pictogram-item__pictogram" focusable="false" viewBox="0 0 80 80" height="80" width="80" role="img"> <use href="#americas" height="80" width="80"></use> <defs> <linearGradient id="pictogram-color-gradient-180-blue-to-purple" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#8a3ffc"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-dark-to-light" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#78a9ff"/> </linearGradient> <linearGradient id="pictogram-color-gradient-180-blue-to-teal" gradientTransform="rotate(90)"> <stop offset="0%" stop-color="#0f62fe"/> <stop offset="100%" stop-color="#08bdba"/> 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role="heading" slot="heading"> Build a document-based question answering system by using Docling with Granite 3.1</c4d-card-heading> <svg slot="pictogram" class="cds--card__pictogram" style="--colorized-background:url('#g3'); fill: var(--colorized-background)" focusable="false" height="48" width="48" role="img"> <svg xmlns="http://www.w3.org/2000/svg" id="documentation" viewBox="0 0 32 32"><path d="M28,31.36H4c-0.199,0-0.36-0.161-0.36-0.36V1 c0-0.199,0.161-0.36,0.36-0.36h18c0.096,0,0.188,0.038,0.255,0.105l6,6C28.322,6.813,28.36,6.904,28.36,7v24 C28.36,31.199,28.199,31.36,28,31.36z M4.36,30.64h23.28V7.36H22c-0.199,0-0.36-0.161-0.36-0.36V1.36H4.36V30.64z M22.36,6.64h4.771 L22.36,1.869V6.64z M24,27.36H8v-0.72h16V27.36z M24,23.36H8v-0.72h16V23.36z M24,19.36H8v-0.72h16V19.36z M24,15.36H8v-0.72h16 V15.36z M24,11.36H8v-0.72h16V11.36z"/></svg> </svg> <p>Use IBM Docling and open source Granite 3.1 to perform document visual question answering for various file types</p> <c4d-card-footer color-scheme target="_self" cta-type="local" data-autoid="c4d--card-footer" href="https://www.ibm.com/think/tutorials/build-document-question-answering-system-with-docling-and-granite" icon-placement="right" parent-href="https://www.ibm.com/think/tutorials/build-document-question-answering-system-with-docling-and-granite" slot="footer"> </c4d-card-footer> </c4d-card-group-item> <c4d-card-group-item color-scheme grid-mode="condensed" data-video-modal-type="media-center" cta-type="local" data-autoid="c4d--card-group-item" href="https://www.ibm.com/think/tutorials/agentic-rag" target="_self" aria-label="Build a LangChain agentic RAG system using Granite-3.0-8B-Instruct in watsonx.ai" pictogram-placement="top" size> <c4d-card-heading aria-level="3" data-autoid="c4d--card-heading" role="heading" slot="heading"> Build a LangChain agentic RAG system using Granite-3.0-8B-Instruct in watsonx.ai</c4d-card-heading> <svg slot="pictogram" class="cds--card__pictogram" style="--colorized-background:url('#g3'); fill: var(--colorized-background)" focusable="false" height="48" width="48" role="img"> <svg xmlns="http://www.w3.org/2000/svg" id="language--translation" viewBox="0 0 32 32"><path d="M26.986,10l0.774-0.001l-2.437-6.133h-0.669L22.216,10h0.775l0.653-1.641h2.691L26.986,10z M23.929,7.639l1.06-2.666l1.059,2.666H23.929z M13,31.36H1c-0.199,0-0.36-0.161-0.36-0.36V19c0-0.199,0.161-0.36,0.36-0.36h12 c0.199,0,0.36,0.161,0.36,0.36v12C13.36,31.199,13.199,31.36,13,31.36z M1.36,30.64h11.28V19.36H1.36V30.64z M25,13.36 c-3.507,0-6.36-2.853-6.36-6.36S21.493,0.64,25,0.64S31.36,3.493,31.36,7S28.507,13.36,25,13.36z M25,1.36 c-3.11,0-5.64,2.53-5.64,5.64s2.529,5.64,5.64,5.64s5.64-2.53,5.64-5.64S28.11,1.36,25,1.36z M13.924,3.919l-0.509,0.509 l2.212,2.212H9c-1.301,0-2.36,1.059-2.36,2.361V17h0.72V9.001C7.36,8.096,8.096,7.36,9,7.36h6.631l-2.216,2.216l0.509,0.509 l3.083-3.083L13.924,3.919z M24.64,15.001v8c0,0.903-0.735,1.638-1.64,1.638h-6.63l2.212-2.212l-0.51-0.51l-3.083,3.084l3.083,3.083 l0.51-0.51l-2.216-2.215H23c1.302,0,2.36-1.059,2.36-2.358v-8C25.36,15.001,24.64,15.001,24.64,15.001z M10,23.36v-0.72H7.36V21.5 H6.64v1.14H4v0.721h3.993c-0.013,0.631-0.156,2.036-1.023,3.064c-0.65-0.619-1.066-1.368-1.202-1.999l-0.704,0.152 c0.152,0.702,0.612,1.599,1.373,2.345c-0.634,0.47-1.445,0.719-2.438,0.719v0.721c1.225,0,2.221-0.34,2.997-0.974 c0.773,0.568,1.763,0.974,3.003,0.974v-0.721c-0.985,0-1.808-0.314-2.469-0.767c1.013-1.212,1.173-2.798,1.184-3.514L10,23.36 L10,23.36z"/></svg> </svg> <p>Discover how to build an AI agent that can answer questions</p> <c4d-card-footer color-scheme target="_self" cta-type="local" data-autoid="c4d--card-footer" href="https://www.ibm.com/think/tutorials/agentic-rag" icon-placement="right" parent-href="https://www.ibm.com/think/tutorials/agentic-rag" slot="footer"> </c4d-card-footer> </c4d-card-group-item> <c4d-card-group-item color-scheme grid-mode="condensed" data-video-modal-type="media-center" cta-type="local" data-autoid="c4d--card-group-item" href="https://ibm.com/think/tutorials/granite-function-calling" target="_self" aria-label="Function calling with IBM Granite 3.0 8B Instruct" pictogram-placement="top" size> <c4d-card-heading aria-level="3" data-autoid="c4d--card-heading" role="heading" slot="heading"> Function calling with IBM Granite 3.0 8B Instruct</c4d-card-heading> <svg slot="pictogram" class="cds--card__pictogram" style="--colorized-background:url('#g3'); fill: var(--colorized-background)" focusable="false" height="48" width="48" role="img"> <svg xmlns="http://www.w3.org/2000/svg" id="code--syntax" viewBox="0 0 32 32"><path d="M29,3.5C29,3.776,28.776,4,28.5,4S28,3.776,28,3.5S28.224,3,28.5,3S29,3.224,29,3.5z M26.5,3 C26.224,3,26,3.224,26,3.5S26.224,4,26.5,4S27,3.776,27,3.5S26.776,3,26.5,3z M24.5,3C24.224,3,24,3.224,24,3.5S24.224,4,24.5,4 S25,3.776,25,3.5S24.776,3,24.5,3z M31,30.36H1c-0.199,0-0.36-0.161-0.36-0.36V2c0-0.199,0.161-0.36,0.36-0.36h30 c0.199,0,0.36,0.161,0.36,0.36v28C31.36,30.199,31.199,30.36,31,30.36z M1.36,29.64h29.28V5.36H1.36V29.64z M1.36,4.64h29.28V2.36 H1.36V4.64z M13.5,24.142l-0.662-0.283l6-14l0.662,0.283L13.5,24.142z M21.424,21.255l-0.51-0.51L24.66,17l-3.746-3.746l0.51-0.509 l4,4c0.141,0.141,0.141,0.369,0,0.509L21.424,21.255z M10.915,21.255l-4-4c-0.141-0.141-0.141-0.369,0-0.509l4-4l0.509,0.509 L7.678,17l3.745,3.745L10.915,21.255z"/></svg> </svg> <p>In this tutorial, you will use the IBM® Granite-3.0-8B-Instruct model now available on watsonx.ai™ to perform custom function calling.</p> <c4d-card-footer color-scheme target="_self" cta-type="local" data-autoid="c4d--card-footer" href="https://ibm.com/think/tutorials/granite-function-calling" icon-placement="right" parent-href="https://ibm.com/think/tutorials/granite-function-calling" slot="footer"> </c4d-card-footer> </c4d-card-group-item> <c4d-card-group-item color-scheme grid-mode="condensed" data-video-modal-type="media-center" cta-type="local" data-autoid="c4d--card-group-item" href="https://www.ibm.com/think/tutorials/post-training-quantization" target="_self" aria-label="Post training quantization of Granite-3.0-8B-Instruct in Python with watsonx" pictogram-placement="top" size> <c4d-card-heading aria-level="3" data-autoid="c4d--card-heading" role="heading" slot="heading"> Post training quantization of Granite-3.0-8B-Instruct in Python with watsonx</c4d-card-heading> <svg slot="pictogram" class="cds--card__pictogram" style="--colorized-background:url('#g3'); fill: var(--colorized-background)" focusable="false" height="48" width="48" role="img"> <svg xmlns="http://www.w3.org/2000/svg" id="graphic-intensive-workloads" viewBox="0 0 32 32"><path d="M24,31.36h-2 c-0.199,0-0.36-0.161-0.36-0.36v-0.64H3.36V31c0,0.199-0.161,0.36-0.36,0.36H1c-0.199,0-0.36-0.161-0.36-0.36v-2 c0-0.199,0.161-0.36,0.36-0.36h0.64V3.36H1C0.801,3.36,0.64,3.199,0.64,3V1c0-0.199,0.161-0.36,0.36-0.36h2 c0.199,0,0.36,0.161,0.36,0.36v0.64H30c0.199,0,0.36,0.161,0.36,0.36v28c0,0.199-0.161,0.36-0.36,0.36h-5.64V31 C24.36,31.199,24.199,31.36,24,31.36z M22.36,30.64h1.279v-1.28H22.36V30.64z M1.36,30.64h1.28v-1.28H1.36V30.64z M24.36,29.64 h5.279V2.36H3.36V3c0,0.199-0.161,0.36-0.36,0.36H2.36v5.28h19.28V8c0-0.199,0.161-0.36,0.36-0.36h2c0.199,0,0.36,0.161,0.36,0.36v2 c0,0.199-0.161,0.36-0.36,0.36h-0.64v18.28H24c0.199,0,0.36,0.161,0.36,0.36V29.64z M16.36,29.64h5.28V29 c0-0.199,0.161-0.36,0.36-0.36h0.64V10.36H22c-0.199,0-0.36-0.161-0.36-0.36V9.36H2.36v6.28H16c0.199,0,0.36,0.161,0.36,0.36V29.64z M9.36,29.64h6.28V16.36H2.36v6.28H9c0.199,0,0.36,0.161,0.36,0.36V29.64z M3.36,29.64h5.28v-6.28H2.36v5.279H3 c0.199,0,0.36,0.161,0.36,0.36C3.36,28.999,3.36,29.64,3.36,29.64z M22.36,9.64h1.279V8.36H22.36V9.64z M1.36,2.64h1.28V1.36H1.36 V2.64z"/></svg> </svg> <p>Quantize a pre-trained model in a few different ways to show the size of the models and compare how they perform on a task</p> <c4d-card-footer color-scheme target="_self" cta-type="local" data-autoid="c4d--card-footer" href="https://www.ibm.com/think/tutorials/post-training-quantization" icon-placement="right" parent-href="https://www.ibm.com/think/tutorials/post-training-quantization" slot="footer"> </c4d-card-footer> </c4d-card-group-item> <c4d-card-group-item color-scheme grid-mode="condensed" data-video-modal-type="media-center" cta-type="local" data-autoid="c4d--card-group-item" href="https://developer.ibm.com/tutorials/awb-foundation-model-time-series-forecasting/" target="_self" aria-label="Using foundation models for time series forecasting" pictogram-placement="top" size> <c4d-card-heading aria-level="3" data-autoid="c4d--card-heading" role="heading" slot="heading"> Using foundation models for time series forecasting</c4d-card-heading> <svg slot="pictogram" class="cds--card__pictogram" style="--colorized-background:url('#g3'); fill: var(--colorized-background)" focusable="false" height="48" width="48" role="img"> <svg xmlns="http://www.w3.org/2000/svg" id="time--plot" viewBox="0 0 32 32"><path d="M31,31.36H1c-0.199,0-0.36-0.161-0.36-0.36V1h0.72v14.64H11c0.096,0,0.187,0.038,0.254,0.105 l7.895,7.894H31v0.721H19c-0.096,0-0.188-0.038-0.255-0.105l-7.894-7.895H1.36v14.28H31V31.36z M24,15.36 c-4.059,0-7.36-3.302-7.36-7.36S19.941,0.64,24,0.64S31.36,3.942,31.36,8S28.059,15.36,24,15.36z M17.37,8.36 c0.181,3.376,2.895,6.089,6.27,6.271V13h0.721v1.63c3.375-0.181,6.089-2.895,6.27-6.271H29V7.64h1.63 c-0.181-3.376-2.895-6.089-6.27-6.271V3h-0.72V1.37c-3.375,0.181-6.089,2.895-6.27,6.271H19v0.72h-1.63V8.36z M25.745,10.254l-2-2 C23.678,8.187,23.64,8.096,23.64,8V4h0.721v3.851l1.895,1.895L25.745,10.254z"/></svg> </svg> <p>Forecast the future based on learning with the TinyTimeMixer (TTM) Granite Model</p> <c4d-card-footer color-scheme target="_self" cta-type="local" data-autoid="c4d--card-footer" href="https://developer.ibm.com/tutorials/awb-foundation-model-time-series-forecasting/" icon-placement="right" parent-href="https://developer.ibm.com/tutorials/awb-foundation-model-time-series-forecasting/" slot="footer"> </c4d-card-footer> </c4d-card-group-item> <c4d-card-group-item color-scheme grid-mode="condensed" data-video-modal-type="media-center" cta-type="local" data-autoid="c4d--card-group-item" href="https://developer.ibm.com/tutorials/awb-text-to-sql-using-llms/" target="_self" aria-label="Generating SQL from text with LLMs" pictogram-placement="top" size> <c4d-card-heading aria-level="3" data-autoid="c4d--card-heading" role="heading" slot="heading"> Generating SQL from text with LLMs</c4d-card-heading> <svg slot="pictogram" class="cds--card__pictogram" style="--colorized-background:url('#g3'); fill: var(--colorized-background)" focusable="false" height="48" width="48" role="img"> <svg xmlns="http://www.w3.org/2000/svg" id="text--input" viewBox="0 0 32 32"><path d="M30,29.36H2c-0.199,0-0.36-0.161-0.36-0.36v-4c0-0.199,0.161-0.36,0.36-0.36h28 c0.199,0,0.36,0.161,0.36,0.36v4C30.36,29.199,30.199,29.36,30,29.36z M2.36,28.64h27.28v-3.28H2.36V28.64z M14,23.36H2v-0.72h12 V23.36z M30,19.36H2c-0.199,0-0.36-0.161-0.36-0.36v-4c0-0.199,0.161-0.36,0.36-0.36h28c0.199,0,0.36,0.161,0.36,0.36v4 C30.36,19.199,30.199,19.36,30,19.36z M2.36,18.64h27.28v-3.28H2.36V18.64z M14,13.36H2v-0.72h12V13.36z M30,9.36H2 C1.801,9.36,1.64,9.199,1.64,9V5c0-0.199,0.161-0.36,0.36-0.36h28c0.199,0,0.36,0.161,0.36,0.36v4C30.36,9.199,30.199,9.36,30,9.36z M2.36,8.64h27.28V5.36H2.36V8.64z M14,3.36H2V2.64h12V3.36z"/></svg> </svg> <p>Convert text into a structured representation and generate a semantically correct SQL query</p> <c4d-card-footer color-scheme target="_self" cta-type="local" data-autoid="c4d--card-footer" href="https://developer.ibm.com/tutorials/awb-text-to-sql-using-llms/" icon-placement="right" parent-href="https://developer.ibm.com/tutorials/awb-text-to-sql-using-llms/" slot="footer"> </c4d-card-footer> </c4d-card-group-item> <c4d-card-group-item color-scheme grid-mode="condensed" data-video-modal-type="media-center" cta-type="local" data-autoid="c4d--card-group-item" href="https://developer.ibm.com/tutorials/awb-local-ai-copilot-ibm-granite-code-ollama-continue/" target="_self" aria-label="Build a local AI co-pilot using IBM Granite Code, Ollama, and Continue" pictogram-placement="top" size> <c4d-card-heading aria-level="3" data-autoid="c4d--card-heading" role="heading" slot="heading"> Build a local AI co-pilot using IBM Granite Code, Ollama, and Continue</c4d-card-heading> <svg slot="pictogram" class="cds--card__pictogram" style="--colorized-background:url('#g3'); fill: var(--colorized-background)" focusable="false" height="48" width="48" role="img"> <svg xmlns="http://www.w3.org/2000/svg" id="app--developer" viewBox="0 0 32 32"><path 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color-scheme target="_self" cta-type="local" data-autoid="c4d--card-footer" href="https://developer.ibm.com/tutorials/awb-local-ai-copilot-ibm-granite-code-ollama-continue/" icon-placement="right" parent-href="https://developer.ibm.com/tutorials/awb-local-ai-copilot-ibm-granite-code-ollama-continue/" slot="footer"> </c4d-card-footer> </c4d-card-group-item> <c4d-card-group-item color-scheme grid-mode="condensed" data-video-modal-type="media-center" cta-type="external" data-autoid="c4d--card-group-item" href="https://github.com/ibm-granite-community/granite-snack-cookbook" target="_blank" aria-label="View the full granite cookbook" pictogram-placement="top" size> <c4d-card-heading aria-level="3" data-autoid="c4d--card-heading" role="heading" slot="heading"> View the full granite cookbook</c4d-card-heading> <svg slot="pictogram" class="cds--card__pictogram" style="--colorized-background:url('#g3'); fill: var(--colorized-background)" focusable="false" height="48" width="48" role="img"> 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Explore new benchmarks on performance, safety and security + the latest tutorials.</p> <c4d-card-footer icon-placement="right" cta-type="local" href="https://www.ibm.com/new/ibm-granite-3-0-open-state-of-the-art-enterprise-models" slot="footer" aria-hidden="true" data-video-modal-type="media-center" target="_self" class="cds--card__footer-icon-size"> </c4d-card-footer> <span slot="icon" class="ibm_icon_arrowright_local"></span></c4d-card-footer> </c4d-card-group-item> </c4d-card-group> </c4d-content-block-cards> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-content-block-cards.lc-092ce8027acac0a3695d25c1ceaaab88-lc.min.js"></script> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-content-block.lc-f36da12caa38be504a28ae8b390698f3-lc.min.js"></script> </div> <div class="experiencefragment"> <div id="experiencefragment-db717fd792" class="cmp-experiencefragment cmp-experiencefragment--blueprint-card-group-pictogram-full-width"> <div class="xf-content-height"> <div class="root container responsivegrid"> <div id="container-b8a8f5ab42" class="cmp-container"> <div class="card-group-pictogram-full-width card-group-pictogram"> <div class="cds--content-block"> <div class="cds--full-width-intro-container"> <div class="intro-section--flex fullwidth-intro-section"> <div class="intro-section--heading-wrapper"> <h2 class="expressive-heading-05"> Stay on top of AI news </h2> </div> <div class="intro-section--content-wrapper"> <span class="expressive-heading-03"> </span> <c4d-link-list type="vertical"> </c4d-link-list> </div> </div> </div> <c4d-card-group grid-mode="border" cards-per-row="4" data-autoid="c4d--card-group" style="--c4d--card-group--cards-in-row:4" class="themed-pictogram themed-pictogram--blue-purple-gradient"> <c4d-card-group-item color-scheme grid-mode="condensed" data-video-modal-type="media-center" cta-type="local" data-autoid="c4d--card-group-item" href="https://www.ibm.com/think/podcasts/mixture-of-experts/deepseek-facts-vs-hype-model-distillation-open-source-competition" target="_self" pictogram-placement="top" size> <c4d-card-heading aria-level="3" data-autoid="c4d--card-heading" role="heading" slot="heading"> Podcast | DeepSeek facts vs hype, model distillation, and open source competition</c4d-card-heading> <svg slot="pictogram" class="cds--card__pictogram" style="--colorized-background:url('#g1'); fill: var(--colorized-background)" focusable="false" height="48" width="48" role="img"> <svg xmlns="http://www.w3.org/2000/svg" id="video--02" viewBox="0 0 32 32"><path d="M31,31.36H1v-0.72h30V31.36z M31,24.36H1c-0.199,0-0.36-0.161-0.36-0.36V2c0-0.199,0.161-0.36,0.36-0.36 h30c0.199,0,0.36,0.161,0.36,0.36v22C31.36,24.199,31.199,24.36,31,24.36z M1.36,23.64h29.28V2.36H1.36V23.64z M12.005,18.552 c-0.062,0-0.125-0.017-0.18-0.049c-0.111-0.064-0.18-0.183-0.18-0.312V7.799c0-0.128,0.068-0.248,0.18-0.312 c0.111-0.063,0.249-0.063,0.36,0l9,5.197c0.111,0.064,0.181,0.183,0.181,0.312s-0.069,0.248-0.181,0.312l-9,5.196 C12.129,18.535,12.067,18.552,12.005,18.552z M12.365,8.422v9.145l7.92-4.572L12.365,8.422z"/></svg> </svg> <p>In Mixture of Experts - episode 40, the panel tackles DeepSeek R1 misconceptions, explains model distillation, and dissects the open-source competition landscape.</p> <c4d-card-footer color-scheme target="_self" cta-type="local" data-autoid="c4d--card-footer" href="https://www.ibm.com/think/podcasts/mixture-of-experts/deepseek-facts-vs-hype-model-distillation-open-source-competition" icon-placement="right" parent-href="https://www.ibm.com/think/podcasts/mixture-of-experts/deepseek-facts-vs-hype-model-distillation-open-source-competition" slot="footer"> </c4d-card-footer> </c4d-card-group-item> <c4d-card-group-item color-scheme grid-mode="condensed" data-video-modal-type="media-center" cta-type="local" data-autoid="c4d--card-group-item" href="https://www.ibm.com/account/reg/signup?formid=news-urx-52954" target="_blank" pictogram-placement="top" size> <c4d-card-heading aria-level="3" data-autoid="c4d--card-heading" role="heading" slot="heading"> AI Think Newsletter | Get AI insights delivered</c4d-card-heading> <svg slot="pictogram" class="cds--card__pictogram" style="--colorized-background:url('#g1'); 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fill: var(--colorized-background)" focusable="false" height="48" width="48" role="img"> <svg xmlns="http://www.w3.org/2000/svg" id="video--02" viewBox="0 0 32 32"><path d="M31,31.36H1v-0.72h30V31.36z M31,24.36H1c-0.199,0-0.36-0.161-0.36-0.36V2c0-0.199,0.161-0.36,0.36-0.36 h30c0.199,0,0.36,0.161,0.36,0.36v22C31.36,24.199,31.199,24.36,31,24.36z M1.36,23.64h29.28V2.36H1.36V23.64z M12.005,18.552 c-0.062,0-0.125-0.017-0.18-0.049c-0.111-0.064-0.18-0.183-0.18-0.312V7.799c0-0.128,0.068-0.248,0.18-0.312 c0.111-0.063,0.249-0.063,0.36,0l9,5.197c0.111,0.064,0.181,0.183,0.181,0.312s-0.069,0.248-0.181,0.312l-9,5.196 C12.129,18.535,12.067,18.552,12.005,18.552z M12.365,8.422v9.145l7.92-4.572L12.365,8.422z"/></svg> </svg> <p>What does the future hold for DeepSeek? In episode 39 of Mixture of Experts, our panel debriefs DeepSeek-R1, Mistrals IPO indication, the FrontierMath controversy and the IDC gen AI code assistants report.</p> <c4d-card-footer color-scheme target="_self" cta-type="local" data-autoid="c4d--card-footer" href="https://www.ibm.com/think/podcasts/mixture-of-experts/deepseek-r1-mistral-ipo-frontiermath-controversy-idc-code-assistant-report" icon-placement="right" parent-href="https://www.ibm.com/think/podcasts/mixture-of-experts/deepseek-r1-mistral-ipo-frontiermath-controversy-idc-code-assistant-report" slot="footer"> </c4d-card-footer> </c4d-card-group-item> <c4d-card-group-item color-scheme grid-mode="condensed" data-video-modal-type="media-center" cta-type="local" data-autoid="c4d--card-group-item" href="https://www.ibm.com/think/news/deepseek-r1-ai" target="_self" pictogram-placement="top" size> <c4d-card-heading aria-level="3" data-autoid="c4d--card-heading" role="heading" slot="heading"> Article | DeepSeek's AI shows power of small models</c4d-card-heading> <svg slot="pictogram" class="cds--card__pictogram" style="--colorized-background:url('#g1'); fill: var(--colorized-background)" focusable="false" height="48" width="48" role="img"> <svg xmlns="http://www.w3.org/2000/svg" id="documentation" viewBox="0 0 32 32"><path d="M28,31.36H4c-0.199,0-0.36-0.161-0.36-0.36V1 c0-0.199,0.161-0.36,0.36-0.36h18c0.096,0,0.188,0.038,0.255,0.105l6,6C28.322,6.813,28.36,6.904,28.36,7v24 C28.36,31.199,28.199,31.36,28,31.36z M4.36,30.64h23.28V7.36H22c-0.199,0-0.36-0.161-0.36-0.36V1.36H4.36V30.64z M22.36,6.64h4.771 L22.36,1.869V6.64z M24,27.36H8v-0.72h16V27.36z M24,23.36H8v-0.72h16V23.36z M24,19.36H8v-0.72h16V19.36z M24,15.36H8v-0.72h16 V15.36z M24,11.36H8v-0.72h16V11.36z"/></svg> </svg> <p>DeepSeek-R1 is a digital assistant that performs as well as OpenAI’s o1 on certain AI benchmarks for math and coding tasks, was trained with far fewer chips and is approximately 96% cheaper to use, according to the company.</p> <c4d-card-footer color-scheme target="_self" cta-type="local" data-autoid="c4d--card-footer" href="https://www.ibm.com/think/news/deepseek-r1-ai" icon-placement="right" parent-href="https://www.ibm.com/think/news/deepseek-r1-ai" slot="footer"> </c4d-card-footer> </c4d-card-group-item> </c4d-card-group> </div> <svg class="cds--visually-hidden"> <defs> <linearGradient id="g1" x1="0%" y1="0%" x2="0%" y2="100%"> <stop offset="0%" stop-color="#0F62FE"></stop> <stop offset="100%" stop-color="#8A3FFC"></stop> </linearGradient> <linearGradient id="g1-dark" x1="0%" y1="0%" x2="0%" y2="100%"> <stop offset="0%" stop-color="#4589FF"></stop> <stop offset="100%" stop-color="#A56EFF"></stop> </linearGradient> <linearGradient id="g2" x1="0%" y1="0%" x2="0%" y2="100%"> <stop offset="0%" stop-color="#0F62FE"></stop> <stop offset="100%" stop-color="#78A9FF"></stop> </linearGradient> <linearGradient id="g2-dark" x1="0%" y1="0%" x2="0%" y2="100%"> <stop offset="0%" stop-color="#0F62FE"></stop> <stop 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data-autoid="c4d--content-item"> <cds-accordion role="list" size="null"> <cds-accordion-item label="Read the IBM statement on IP protection " role="listitem" size="null" title="Read the IBM statement on IP protection "> <span slot="title"> <strong>Read the IBM statement on IP protection </strong> </span> <div class="accordion-item-container nested-container container responsivegrid"> <div class="cms-richtext " id="rich-text-8e52822732" data-dynamic-inner-content="description"> <p>IBM believes in the creation, deployment and utilization of AI models that advance innovation across the enterprise responsibly. IBM watsonx AI and data platform have an end-to-end process for building and testing foundation models and generative AI. For IBM-developed models, we search for and remove duplication, and we employ URL blocklists, filters for objectionable content and document quality, sentence splitting and tokenization techniques, all before model training.</p> <p>During the data training process, we work to prevent misalignments in the model outputs and use supervised fine-tuning to enable better instruction following so that the model can be used to complete enterprise tasks via prompt engineering. We are continuing to develop the Granite models in several directions, including other modalities, industry-specific content and more data annotations for training, while also deploying regular, ongoing data protection safeguards for IBM developed models. </p> <p>Given the rapidly changing generative AI technology landscape, our end-to-end processes are expected to continuously evolve and improve. As a testament to the rigor IBM puts into the development and testing of its foundation models, the company provides its standard contractual intellectual property indemnification for IBM-developed models, similar to those it provides for IBM hardware and software products.</p> <p>Moreover, contrary to some other providers of large language models and consistent with the IBM standard approach on indemnification, IBM does not require its customers to indemnify IBM for a customer's use of IBM-developed models. Also, consistent with the IBM approach to its indemnification obligation, IBM does not cap its indemnification liability for the IBM-developed models.</p> <p>The current watsonx models now under these protections include:</p> <p>(1) Slate family of encoder-only models.</p> <p>(2) Granite family of a decoder-only model.</p> <p><a href="https://www.ibm.com/support/customer/csol/terms/?id=i126-6883&lc=en#detail-document">Learn more about licensing for Granite models</a></p> </div> </div> </cds-accordion-item> <cds-accordion-item label="Footnotes" role="listitem" size="null" title="Footnotes"> <span slot="title"> <strong>Footnotes</strong> </span> <div class="accordion-item-container nested-container container responsivegrid"> <div class="cms-richtext " id="rich-text-fde8c17455" data-dynamic-inner-content="description"> <p>* How smaller, industry-tailored AI models can offer greater benefits <br /> <a href="https://www.ft.com/partnercontent/ibm/how-smaller-industry-tailored-ai-models-can-offer-greater-benefits.html"><span class="ibm_icon_launch_external_after">https://www.ft.com/partnercontent/ibm/how-smaller-industry-tailored-ai-models-can-offer-greater-benefits.html</span></a></p> <p><sup>1</sup>Performance of Granite models conducted by IBM Research against leading open models across both academic and enterprise benchmarks - <a href="https://ibm.com/new/ibm-granite-3-0-open-state-of-the-art-enterprise-models">https://ibm.com/new/ibm-granite-3-0-open-state-of-the-art-enterprise-models</a></p> </div> </div> </cds-accordion-item> </cds-accordion> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-cweb-accordion.lc-a61a29b6302364d4d4b49e63064d046e-lc.min.js"></script> </div> </div></div> </div> </c4d-table-of-contents> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-table-of-contents.lc-27e8bdb50740d86329d753e2419f539c-lc.min.js"></script> </div> <div class="footer"> <c4d-footer-container data-cmp-is="footer" data-autoid="c4d--footer" class="cmp-footer" data-children-count="0" size="tall"></c4d-footer-container> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-footer.lc-45bec0d59ca7dce5f95bf1b1d1cca838-lc.min.js"></script> </div> </div> </div> </c4d-video-cta-container> <div class="video-modal-overlay" aria-hidden="true"> <div class="video-modal-overlay__dialog"> <div class="video-modal-overlay__dialog--body"> <div class="video-modal-overlay__dialog--body__close-btn"> <svg width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"> <rect width="24" height="24" fill="white" fill-opacity="0.01" style="mix-blend-mode:multiply"/> <path id="Vector" d="M13.0606 12L19.5 5.56058L18.4394 4.5L12 10.9394L5.56072 4.5L4.5 5.56058L10.9394 12L4.5 18.4394L5.56072 19.5L12 13.0606L18.4394 19.5L19.5 18.4394L13.0606 12Z" fill="#161616"/> </svg> </div> <div class="video-modal-overlay__dialog--body-content"> <div class="video-modal-overlay__loading-container"> <cds-loading></cds-loading> </div> <div class="video-wms hide"> <iframe class="video-modal-content" data-original-src="https://video.ibm.com/embed/$[wmsChanneId]?volume=0&autoplay=true&controls=true" src="" webkitallowfullscreen allowfullscreen frameborder="no" referrerpolicy="no-referrer-when-downgrade"></iframe> </div> <div class="video-media-center hide"> <c4d-video-player-container video-id="" aspect-ratio="16x9" auto-play muted playing-mode="inline"></c4d-video-player-container> </div> </div> </div> </div> </div> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-cweb-loading.lc-ca618eb7785b83e9cfb87f1d1683e7cd-lc.min.js"></script> <c4d-lightbox-video-player-container></c4d-lightbox-video-player-container> <script src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-idlBundle.lc-f720c930f09453060e1c386a0ad5a4d8-lc.min.js"></script> <script src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-base.lc-18f193433bf96d7320eee136848e463b-lc.min.js"></script> <script src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-idlStyles.lc-dab35e76d7c2b5a874f52caeb87bf57c-lc.min.js"></script> <script src="/etc.clientlibs/adobe-cms/components/poc/ibm-image-dm/clientlibs/site.lc-96f41d35e09f648917c6d3f54d19b8c1-lc.min.js"></script> <script src="https://www.ibm.com/common/digitaladvisor/cm-app/latest/cm-app.min.js" defer async></script> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-cweb-code-snippet.lc-d1f19e3766d5ef4bb40f94c6a51b5bbf-lc.min.js"></script> <script defer src="/etc.clientlibs/adobe-cms/clientlibs/clientlib-pdfviewer.lc-e4412705ab74ab8b0e2e21371e0762c9-lc.min.js"></script>   <script type="text/javascript"> document.addEventListener("DOMContentLoaded", function() { var templatePath = "\/conf\/adobe\u002Dcms\u002Deditable\/settings\/wcm\/templates\/full\u002Dwidth\u002Dlayout"; 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