{"id":34060,"date":"2024-05-21T08:30:00","date_gmt":"2024-05-21T15:30:00","guid":{"rendered":"https:\/\/azure.microsoft.com\/en-us\/blog\/?p=34060"},"modified":"2025-01-31T12:06:59","modified_gmt":"2025-01-31T20:06:59","slug":"new-models-added-to-the-phi-3-family-available-on-microsoft-azure","status":"publish","type":"post","link":"https:\/\/azure.microsoft.com\/en-us\/blog\/new-models-added-to-the-phi-3-family-available-on-microsoft-azure\/","title":{"rendered":"New models added to the Phi-3 family, available on Microsoft Azure"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><em>Read more announcements from Azure at Microsoft Build 2024: <a href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/?p=34008\">New ways Azure helps you build transformational AI experiences<\/a> and <a href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/?p=33917\">The new era of compute powering Azure AI solutions<\/a><\/em>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<p class=\"wp-block-paragraph\">At Microsoft Build 2024, we are excited to add new models to the Phi-3 family of small, open models developed by Microsoft. We are introducing Phi-3-vision, a multimodal model that brings together language and vision capabilities. You can <a href=\"https:\/\/aka.ms\/try-phi3vision\">try Phi-3-vision today<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Phi-3-small and Phi-3-medium, announced earlier, are now available on Microsoft Azure, empowering developers with models for generative AI applications that require strong reasoning, limited compute, and latency bound scenarios. Lastly, <a href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/introducing-phi-3-redefining-whats-possible-with-slms\/\">previously available Phi-3-mini<\/a>, as well as Phi-3-medium, are now also available through Azure AI\u2019s models as a service offering, allowing users to get started quickly and easily.<\/p>\n\n\n\n<figure class=\"wp-block-msx-ump-embed wp-block-msx-ump-embed\" class=\"wp-block-msxcm-ump-embed\">\n\t<div class=\"wp-block-embed__wrapper\">\n\t\t<universal-media-player id=\"ump-69dcc7a3a1afa\"><\/universal-media-player>\n\t\t<script type=\"module\">\n\t\t\tconst currentTheme =\n\t\t\t\tlocalStorage.getItem('msxcmCurrentTheme') ||\n\t\t\t\t(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light');\n\n\t\t\t\/\/ Modify player theme based on localStorage value.\n\t\t\tlet options = {\"autoplay\":false,\"hideControls\":null,\"language\":\"en-us\",\"loop\":false,\"partnerName\":\"cloud-blogs\",\"poster\":\"https:\\\/\\\/cdn-dynmedia-1.microsoft.com\\\/is\\\/image\\\/microsoftcorp\\\/azure-phi-3-models-372189?wid=1280\",\"title\":\"\",\"sources\":[{\"src\":\"https:\\\/\\\/cdn-dynmedia-1.microsoft.com\\\/is\\\/content\\\/microsoftcorp\\\/azure-phi-3-models-372189-0x1080-6439k\",\"type\":\"video\\\/mp4\",\"quality\":\"HQ\"},{\"src\":\"https:\\\/\\\/cdn-dynmedia-1.microsoft.com\\\/is\\\/content\\\/microsoftcorp\\\/azure-phi-3-models-372189-0x720-3266k\",\"type\":\"video\\\/mp4\",\"quality\":\"HD\"},{\"src\":\"https:\\\/\\\/cdn-dynmedia-1.microsoft.com\\\/is\\\/content\\\/microsoftcorp\\\/azure-phi-3-models-372189-0x540-2160k\",\"type\":\"video\\\/mp4\",\"quality\":\"SD\"},{\"src\":\"https:\\\/\\\/cdn-dynmedia-1.microsoft.com\\\/is\\\/content\\\/microsoftcorp\\\/azure-phi-3-models-372189-0x360-958k\",\"type\":\"video\\\/mp4\",\"quality\":\"LO\"}]};\n\n\t\t\tif (currentTheme) {\n\t\t\t\toptions.playButtonTheme = currentTheme;\n\t\t\t}\n\n\t\t\tdocument.addEventListener('DOMContentLoaded', () => {\n\t\t\t\tump(\"ump-69dcc7a3a1afa\", options);\n\t\t\t});\n\t\t<\/script>\n\t<\/div>\n\t<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"the-phi-3-family\">The Phi-3 family<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Phi-3 models are the most capable and cost-effective small language models (SLMs) available, outperforming models of the same size and next size up across a variety of language, reasoning, coding, and math benchmarks. They are trained using high quality training data, as explained in <a href=\"https:\/\/news.microsoft.com\/source\/features\/ai\/the-phi-3-small-language-models-with-big-potential\/\" target=\"_blank\" rel=\"noreferrer noopener\">Tiny but mighty: The Phi-3 small language models with big potential<\/a>. The availability of Phi-3 models expands the selection of high-quality models for Azure customers, offering more practical choices as they compose and build generative AI applications.<\/p>\n\n\n<div class=\"wp-block-msxcm-cta-block theme-dark\" data-moray data-bi-an=\"CTA Block\">\n\t<div class=\"card d-block mx-ng mx-md-0\">\n\t\t<div class=\"row no-gutters bg-gray-800 text-white\">\n\n\t\t\t\n\t\t\t<div class=\"d-flex col-md\">\n\t\t\t\t<div class=\"card-body align-self-center p-4 p-md-5\">\n\t\t\t\t\t\n\t\t\t\t\t<h2>Phi-3-vision<\/h2>\n\n\t\t\t\t\t<div class=\"mb-3\">\n\t\t\t\t\t\t<p>Bringing together language and vision capabilities<\/p>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"link-group\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/aka.ms\/try-phi3vision\" class=\"btn btn-link text-decoration-none p-0 text-light-blue\" target=\"_blank\">\n\t\t\t\t\t\t\t\t<span>Try it today<\/span>\n\t\t\t\t\t\t\t\t<span class=\"glyph-append glyph-append-chevron-right glyph-append-xsmall\"><\/span>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">There are four models in the Phi-3 model family; each model is instruction-tuned and developed in accordance with Microsoft\u2019s responsible AI, safety, and security standards to ensure it\u2019s ready to use off-the-shelf.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong><a href=\"https:\/\/aka.ms\/phi3-vision-128k-azure-ai\" target=\"_blank\" rel=\"noreferrer noopener\">Phi-3-vision<\/a><\/strong> is a 4.2B parameter multimodal model with language and vision capabilities.<\/li>\n\n\n\n<li class=\"wp-block-list-item\"><strong>Phi-3-mini<\/strong> is a 3.8B parameter language model, available in two context lengths (<a href=\"https:\/\/aka.ms\/phi3-mini-128k-azure-ai\" target=\"_blank\" rel=\"noreferrer noopener\">128K<\/a> and <a href=\"https:\/\/aka.ms\/phi3-mini-4k-azure-ai\" target=\"_blank\" rel=\"noreferrer noopener\">4K<\/a>).<\/li>\n\n\n\n<li class=\"wp-block-list-item\"><strong>Phi-3-small<\/strong> is a 7B parameter language model, available in two context lengths (<a href=\"https:\/\/aka.ms\/phi3-small-128k-azure-ai\" target=\"_blank\" rel=\"noreferrer noopener\">128K<\/a> and <a href=\"https:\/\/aka.ms\/phi3-small-8k-azure-ai\" target=\"_blank\" rel=\"noreferrer noopener\">8K<\/a>).<\/li>\n\n\n\n<li class=\"wp-block-list-item\"><strong>Phi-3-medium<\/strong> is a 14B parameter language model, available in two context lengths (<a href=\"https:\/\/aka.ms\/phi3-medium-128k-azure-ai\" target=\"_blank\" rel=\"noreferrer noopener\">128K<\/a> and <a href=\"https:\/\/aka.ms\/phi3-medium-4k-azure-ai\" target=\"_blank\" rel=\"noreferrer noopener\">4K<\/a>).<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Find all Phi-3 models on <a href=\"https:\/\/aka.ms\/phi3-azure-ai\" target=\"_blank\" rel=\"noreferrer noopener\">Azure AI<\/a>&nbsp;and <a href=\"https:\/\/aka.ms\/phi3-hf\" target=\"_blank\" rel=\"noreferrer noopener\">Hugging Face<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Phi-3 models have been optimized to run across a variety of hardware. <a href=\"https:\/\/blogs.windows.com\/windowsdeveloper\/2024\/05\/21\/unlock-a-new-era-of-innovation-with-windows-copilot-runtime-and-copilot-pcs\/\" target=\"_blank\" rel=\"noreferrer noopener\">Optimized variants<\/a> are available with <a href=\"https:\/\/aka.ms\/phi3_ONNXBuild24\" target=\"_blank\" rel=\"noreferrer noopener\">ONNX Runtime<\/a> and DirectML providing developers with support across a wide range of devices and platforms including mobile and web deployments. Phi-3 models are also available as <a href=\"http:\/\/ai.nvidia.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA NIM<\/a> inference microservices with a standard API interface that can be deployed anywhere and have been optimized <a href=\"https:\/\/blogs.nvidia.com\/blog\/microsoft-build-optimized-ai-developers\/\" target=\"_blank\" rel=\"noreferrer noopener\">for inference on NVIDIA GPUs<\/a> and <a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/articles\/technical\/accelerate-microsoft-phi-3-models-intel-ai-soln.html\" target=\"_blank\" rel=\"noreferrer noopener\">Intel accelerators<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It\u2019s inspiring to see how developers are using Phi-3 to do incredible things\u2014from ITC, an Indian conglomerate, which has built a copilot for Indian farmers to ask questions about their crops in their own vernacular, to the Khan Academy, who is currently leveraging <a href=\"https:\/\/azure.microsoft.com\/en-us\/products\/ai-services\/openai-service\/\">Azure OpenAI Service<\/a> to power their Khanmigo for teachers pilot and experimenting with Phi-3 to improve math tutoring in an affordable, scalable, and adaptable manner. Healthcare software company Epic is looking to also use Phi-3 to summarize complex patient histories more efficiently. Seth Hain, senior vice president of R&amp;D at Epic explains, \u201cAI is embedded directly into Epic workflows to help solve important issues like clinician burnout, staffing shortages, and organizational financial challenges. Small language models, like Phi-3, have robust yet efficient reasoning capabilities that enable us to offer high-quality generative AI at a lower cost across our applications that help with challenges like summarizing complex patient histories and responding faster to patients.&#8221;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Digital Green, used by more than 6 million farmers, is introducing video to their AI assistant, <a href=\"https:\/\/farmer.chat\/\" target=\"_blank\" rel=\"noreferrer noopener\">Farmer.Chat<\/a>, adding to their multimodal conversational interface. \u201cWe&#8217;re excited about leveraging Phi-3 to increase the efficiency of Farmer.Chat and to enable rural communities to leverage the power of AI to uplift themselves,\u201d said Rikin Gandhi, CEO, Digital Green.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"bringing-multimodality-to-phi-3\">Bringing multimodality to Phi-3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Phi-3-vision is the first multimodal model in the Phi-3 family, bringing together text and images, and the ability to reason over real-world images and extract and reason over text from images. It has also been optimized for chart and diagram understanding and can be used to generate insights and answer questions. Phi-3-vision builds on the language capabilities of the Phi-3-mini, continuing to pack strong language and image reasoning quality in a small model.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Phi-3-vision can generate insights from charts and diagrams:<\/p>\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69dcc7a3a4ac6&quot;}\" data-wp-interactive=\"core\/image\" class=\"wp-block-image size-large wp-lightbox-container\"><img decoding=\"async\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on-async--click=\"actions.showLightbox\" data-wp-on-async--load=\"callbacks.setButtonStyles\" data-wp-on-async-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-work-chart-886x1024.webp\" alt=\"An example of Phi-3 generating 4 key insights and a conclusion from a graph.\" class=\"wp-image-34123 webp-format\" srcset=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-work-chart-886x1024.webp 886w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-work-chart-260x300.webp 260w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-work-chart-768x888.webp 768w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-work-chart.webp 975w\" sizes=\"(max-width: 886px) 100vw, 886px\" data-orig-src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-work-chart-886x1024.webp\"><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on-async--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"groundbreaking-performance-at-a-small-size\">Groundbreaking performance at a small size<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">As <a href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/introducing-phi-3-redefining-whats-possible-with-slms\/\">previously shared<\/a>, Phi-3-small and Phi-3-medium outperform language models of the same size as well as those that are much larger.<\/p>\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69dcc7a3a5416&quot;}\" data-wp-interactive=\"core\/image\" class=\"wp-block-image size-full is-resized wp-lightbox-container\"><img decoding=\"async\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on-async--click=\"actions.showLightbox\" data-wp-on-async--load=\"callbacks.setButtonStyles\" data-wp-on-async-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Screenshot-2024-05-21-081734.webp\" alt=\"A graph comparing Phi-3 in quality and size to other small language models. \" class=\"wp-image-34229 webp-format\" style=\"width:727px;height:auto\" data-orig-src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Screenshot-2024-05-21-081734.webp\"><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on-async--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">Phi-3-small with only 7B parameters beats GPT-3.5T across a variety of language, reasoning, coding, and math benchmarks.<sup>1<\/sup><\/li>\n\n\n\n<li class=\"wp-block-list-item\">The Phi-3-medium with 14B parameters continues the trend and outperforms Gemini 1.0 Pro.<sup>2<\/sup><\/li>\n\n\n\n<li class=\"wp-block-list-item\">Phi-3-vision with just 4.2B parameters continues that trend and outperforms larger models such as Claude-3 Haiku and Gemini 1.0 Pro V across general visual reasoning tasks, OCR, table, and chart understanding tasks.<sup>3<\/sup><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">All reported numbers are produced with the same pipeline to ensure that the numbers are comparable. As a result, these numbers may differ from other published numbers due to slight differences in the evaluation methodology. More details on benchmarks are provided in our <a href=\"https:\/\/arxiv.org\/abs\/2404.14219\" target=\"_blank\" rel=\"noreferrer noopener\">technical paper<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">See detailed benchmarks in the footnotes of this post. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"prioritizing-safety\">Prioritizing safety<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Phi-3 models were developed in accordance with the&nbsp;<a href=\"https:\/\/query.prod.cms.rt.microsoft.com\/cms\/api\/am\/binary\/RE5cmFl?culture=en-us&amp;country=us\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft Responsible AI Standard<\/a> and underwent rigorous safety measurement and evaluation, red-teaming, sensitive use review, and adherence to security guidance&nbsp;to help ensure that these models are responsibly developed, tested, and deployed in alignment with Microsoft\u2019s standards and best practices.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Phi-3 models are also trained using high-quality data and were further improved with safety post-training, including reinforcement learning from human feedback (RLHF), automated testing and evaluations across dozens of harm categories, and manual red-teaming. Our approach to safety training and evaluations are detailed in our&nbsp;<a href=\"https:\/\/arxiv.org\/abs\/2404.14219\" target=\"_blank\" rel=\"noreferrer noopener\">technical paper<\/a>, and we outline recommended uses and limitations in the <a href=\"https:\/\/aka.ms\/phi3-hf\" target=\"_blank\" rel=\"noreferrer noopener\">model cards<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Finally, developers using the Phi-3 model family can also take advantage of a&nbsp;<a href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/announcing-new-tools-in-azure-ai-to-help-you-build-more-secure-and-trustworthy-generative-ai-applications\/\">suite of tools available in Azure AI<\/a> to help them build safer and more trustworthy applications.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"choosing-the-right-model\">Choosing the right model<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">With the evolving landscape of available models, customers are increasingly looking to leverage multiple models in their applications depending on use case and business needs. Choosing the right model depends on the needs of a specific use case.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Small language models are designed to perform well for simpler tasks, are more accessible and easier to use for organizations with limited resources, and they can be more easily fine-tuned to meet specific needs. They are well suited for applications that need to run locally on a device, where a task doesn\u2019t require extensive reasoning and a quick response is needed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The choice between using Phi-3-mini, Phi-3-small, and Phi-3-medium depends on the complexity of the task and available computational resources. They can be employed across a variety of language understanding and generation tasks such as content authoring, summarization, question-answering, and sentiment analysis. Beyond traditional language tasks these models have strong reasoning and logic capabilities, making them good candidates for analytical tasks. The longer context window available across all models enables taking in and reasoning over large text content\u2014documents, web pages, code, and more.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Phi-3-vision is great for tasks that require reasoning over image and text together. It is especially good for OCR tasks including reasoning and Q&amp;A over extracted text, as well as chart, diagram, and table understanding tasks.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"get-started-today\">Get started today<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">To experience <a href=\"https:\/\/aka.ms\/phi3-acom\">Phi-3<\/a> for yourself, start with playing with the model on <a href=\"https:\/\/aka.ms\/try-phi3\" target=\"_blank\" rel=\"noreferrer noopener\">Azure AI Playground<\/a>. Learn more about building with and customizing Phi-3 for your scenarios using the&nbsp;<a href=\"https:\/\/aka.ms\/phi3-azure-ai\" target=\"_blank\" rel=\"noreferrer noopener\">Azure AI Studio<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Footnotes<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><sup>1<\/sup>Table 1: Phi-3-small with only 7B parameters<\/p>\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69dcc7a3a619c&quot;}\" data-wp-interactive=\"core\/image\" class=\"wp-block-image size-large wp-lightbox-container\"><img decoding=\"async\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on-async--click=\"actions.showLightbox\" data-wp-on-async--load=\"callbacks.setButtonStyles\" data-wp-on-async-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-Small-1024x558.webp\" alt=\"Table with Phi-3-Small benchmarks compared to other language models\" class=\"wp-image-34212 webp-format\" srcset=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-Small-1024x558.webp 1024w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-Small-300x164.webp 300w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-Small-768x419.webp 768w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-Small.webp 1029w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-orig-src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-Small-1024x558.webp\"><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on-async--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><sup>2<\/sup>Table 2: Phi-3-medium with 14B parameters<\/p>\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69dcc7a3a69ca&quot;}\" data-wp-interactive=\"core\/image\" class=\"wp-block-image size-large wp-lightbox-container\"><img decoding=\"async\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on-async--click=\"actions.showLightbox\" data-wp-on-async--load=\"callbacks.setButtonStyles\" data-wp-on-async-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-chart-2-1024x498.webp\" alt=\"Table with Phi-3-Medium benchmarks compared to other language models\" class=\"wp-image-34120 webp-format\" srcset=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-chart-2-1024x498.webp 1024w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-chart-2-300x146.webp 300w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-chart-2-768x374.webp 768w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-chart-2-1536x747.webp 1536w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-chart-2.webp 1718w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-orig-src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-chart-2-1024x498.webp\"><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on-async--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><sup>3<\/sup>Table 3: Phi-3-vision with 4.2B parameters<\/p>\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69dcc7a3a71ff&quot;}\" data-wp-interactive=\"core\/image\" class=\"wp-block-image size-large wp-lightbox-container\"><img decoding=\"async\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on-async--click=\"actions.showLightbox\" data-wp-on-async--load=\"callbacks.setButtonStyles\" data-wp-on-async-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-chart-3-1024x463.webp\" alt=\"Table of Phi-3-Vision-128L-In benchmarks compared to other language models\" class=\"wp-image-34121 webp-format\" srcset=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-chart-3-1024x463.webp 1024w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-chart-3-300x136.webp 300w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-chart-3-768x348.webp 768w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/05\/Phi-3-chart-3.webp 1509w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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family of small, open models developed by Microsoft.<\/p>\n","protected":false},"author":41,"featured_media":34069,"comment_status":"open","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"ms_queue_id":[],"ep_exclude_from_search":false,"_classifai_error":"","_classifai_text_to_speech_error":"","_alt_title":"","footnotes":"","msx_community_cta_settings":[]},"categories":[1454],"tags":[2671,2747,3165,3167],"audience":[3057,3055,3056],"content-type":[1465,1460],"product":[1803,2758,1795],"tech-community":[],"topic":[],"coauthors":[2821],"class_list":["post-34060","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-machine-learning","tag-ai","tag-generative-ai","tag-language-models","tag-small-language-models-slms","audience-data-professionals","audience-developers","audience-it-implementors","content-type-announcements","content-type-events","product-azure-ai","product-azure-ai-studio","product-azure-openai","review-flag-1680286581-56","review-flag-1-1680286581-825","review-flag-2-1680286581-601","review-flag-3-1680286581-173","review-flag-4-1680286581-250","review-flag-6-1680286581-909","review-flag-anywh-1680286580-635","review-flag-lever-1680286579-649","review-flag-microsofts","review-flag-new-1680286579-546"],"yoast_head":"<!-- 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