{"id":22821,"date":"2024-04-26T05:33:48","date_gmt":"2024-04-26T00:03:48","guid":{"rendered":"https:\/\/vajiramandravi.com\/current-affairs\/?p=22821"},"modified":"2025-04-06T22:17:11","modified_gmt":"2025-04-06T16:47:11","slug":"phi-3-mini","status":"publish","type":"post","link":"https:\/\/vajiramandravi.com\/current-affairs\/phi-3-mini\/","title":{"rendered":"What is Phi-3-mini?"},"content":{"rendered":"<h2>About Phi-3-mini:\u00a0<\/h2>\n<ul>\n<li>It is believed to be first among the three small models that <strong>Microsoft<\/strong> is planning to release.<\/li>\n<li>It has reportedly outperformed models of the same size and the next size up across a variety of benchmarks, in areas like <strong>language, reasoning, coding, and maths.<\/strong><\/li>\n<li>It is the first model in its class to support a context window of <strong>up to 128K tokens<\/strong>, with little impact on quality.<\/li>\n<li>The amount of conversation that an AI can read and write at any given time is called the <strong>context window<\/strong>, and is measured in tokens.<\/li>\n<li>It is a 3.8B language model, available on AI development platforms such as Microsoft Azure AI Studio, Hugging Face, and Ollama.<\/li>\n<li>Phi-3-mini is available in two variants, one with 4K content-length, and another with 128K tokens.<\/li>\n<\/ul>\n<p><strong>How is Phi-3-mini different from Large language Models?<\/strong><\/p>\n<ul>\n<li>Phi-3-mini is a <strong>Small Language Model<\/strong> (SLM).<\/li>\n<li>SLMs are more streamlined versions of large language models. When compared to LLMs, smaller AI models are also <strong>cost-effective to develop and operate<\/strong>, and they perform better on smaller devices like laptops and smartphones.<\/li>\n<li>SLMs are <strong>great forre source-constrained environments<\/strong> including on-device and offline inference scenarios and such models are good for scenarios where fast response times are critical, say for chabots or virtual assistants.<\/li>\n<li>SLMs can be customised for specific tasks and achieve <strong>accuracy and efficiency <\/strong>in doing them. Most SLMs undergo targeted training, demanding considerably less computing power and energy compared to LLMs.<\/li>\n<li>SLMs also differ when it comes to <strong>inference speed and latency<\/strong>. Their compact size allows for quicker processing. Their cost makes them appealing to smaller organisations and research groups.<\/li>\n<\/ul>\n<hr \/>\n<h3>Q1: What are Small language models?<\/h3>\n<p>These 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.<\/p>\n<p><strong>Source:<\/strong> <a href=\"https:\/\/indianexpress.com\/article\/explained\/explained-sci-tech\/microsoft-phi-3-mini-ai-model-llm-9290253\/\" target=\"_blank\" rel=\"nofollow noopener\">Microsoft unveils Phi-3-mini, its smallest AI model yet: How it compares to bigger models<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Phi-3-mini is believed to be first among the three small models that Microsoft is planning to release.<\/p>\n","protected":false},"author":5,"featured_media":22822,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-22821","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-upsc-prelims-current-affairs","8":"no-featured-image-padding"},"acf":[],"_links":{"self":[{"href":"https:\/\/vajiramandravi.com\/current-affairs\/wp-json\/wp\/v2\/posts\/22821","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vajiramandravi.com\/current-affairs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vajiramandravi.com\/current-affairs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vajiramandravi.com\/current-affairs\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/vajiramandravi.com\/current-affairs\/wp-json\/wp\/v2\/comments?post=22821"}],"version-history":[{"count":0,"href":"https:\/\/vajiramandravi.com\/current-affairs\/wp-json\/wp\/v2\/posts\/22821\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/vajiramandravi.com\/current-affairs\/wp-json\/wp\/v2\/media\/22822"}],"wp:attachment":[{"href":"https:\/\/vajiramandravi.com\/current-affairs\/wp-json\/wp\/v2\/media?parent=22821"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vajiramandravi.com\/current-affairs\/wp-json\/wp\/v2\/categories?post=22821"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vajiramandravi.com\/current-affairs\/wp-json\/wp\/v2\/tags?post=22821"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}