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These models can, for example, fill in incomplete text or paraphrase." } }, { "@type": "Question", "name": "What libraries can I use for Text Generation?", "acceptedAnswer": { "@type": "Answer", "text": "The transformersand transformers.js libraries are compatible with Text Generation." } }, { "@type": "Question", "name": "What models can I use for Text Generation?", "acceptedAnswer": { "@type": "Answer", "text": "The google\/gemma-2-2b-it, deepseek-ai\/DeepSeek-R1-Distill-Qwen-1.5B, meta-llama\/Meta-Llama-3.1-8B-Instruct, microsoft\/phi-4, simplescaling\/s1.1-32B, Qwen\/Qwen2.5-7B-Instruct-1M, Qwen\/Qwen2.5-Coder-32B-Instruct, and deepseek-ai\/DeepSeek-R1 models can be used for Text Generation." } }, { "@type": "Question", "name": "What datasets can I use for Text Generation?", "acceptedAnswer": { "@type": "Answer", "text": "The CohereForAI\/Global-MMLU, HuggingFaceFW\/fineweb-2, HuggingFaceH4\/ultrachat_200k, open-r1\/OpenThoughts-114k-math, allenai\/tulu-3-sft-mixture, HuggingFaceTB\/smoltalk, and HuggingFaceTB\/finemath datasets can be used for Text Generation." } }, { "@type": "Question", "name": "What metrics can I use for Text Generation?", "acceptedAnswer": { "@type": "Answer", "text": "The Cross Entropyand Perplexity metrics can be used for Text Generation." } } ] }</script> <title>What is Text Generation? - Hugging Face</title> <script defer data-domain="huggingface.co" event-loggedIn="false" src="/js/script.pageview-props.js" ></script> <script> window.plausible = window.plausible || function () { (window.plausible.q = window.plausible.q || []).push(arguments); }; </script> <script> window.hubConfig = 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xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path d="M16.2607 8.08202L14.468 6.28928C14.3063 6.12804 14.0873 6.03749 13.859 6.03749C13.6307 6.03749 13.4117 6.12804 13.25 6.28928L5.6375 13.904V16.9125H8.64607L16.2607 9.30002C16.422 9.13836 16.5125 8.91935 16.5125 8.69102C16.5125 8.4627 16.422 8.24369 16.2607 8.08202V8.08202ZM8.1953 15.825H6.725V14.3547L11.858 9.22118L13.3288 10.6915L8.1953 15.825ZM14.0982 9.92262L12.6279 8.45232L13.8606 7.21964L15.3309 8.68994L14.0982 9.92262Z"></path><path d="M6.18125 9.84373H7.26875V6.03748H8.9V4.94998H4.55V6.03748H6.18125V9.84373Z"></path><path d="M4.55 11.475H2.375V2.775H11.075V4.95H12.1625V2.775C12.1625 2.48658 12.0479 2.20997 11.844 2.00602C11.64 1.80208 11.3634 1.6875 11.075 1.6875H2.375C2.08658 1.6875 1.80997 1.80208 1.60602 2.00602C1.40207 2.20997 1.2875 2.48658 1.2875 2.775V11.475C1.2875 11.7634 1.40207 12.04 1.60602 12.244C1.80997 12.4479 2.08658 12.5625 2.375 12.5625H4.55V11.475Z"></path></svg> <h1 class="text-3xl font-bold xl:text-4xl">Text Generation</h1></div> <p class="text-[1.2rem] text-gray-500">Generating text is the task of generating new text given another text. These models can, for example, fill in incomplete text or paraphrase.</p> </section> <section class="max-w-2xl 2xl:max-w-3xl"><div class="relative z-0 grid grid-cols-1 gap-4 md:min-h-[250px] md:grid-cols-11"><div class="bg-linear-to-br space-y-2 rounded-xl from-blue-100 to-transparent p-4 dark:from-gray-800 md:col-span-4"><div class="text-xl font-semibold text-blue-500">Inputs</div> <div><h6 class="font-semibold">Input</h6> <p class="text-gray-500">Once upon a time,</p></div></div> <div class="bg-linear-to-br relative flex min-h-[150px] items-center justify-center space-y-2 rounded-xl p-8 dark:from-gray-800 md:col-span-3 from-indigo-100"><svg class="z-10 absolute top-0 -left-14 hidden md:block text-indigo-300" width="87" height="30" viewBox="0 0 87 30" fill="none" xmlns="http://www.w3.org/2000/svg" style=""><defs><linearGradient id="linear-gradient-q6atfuxd2"><stop offset="0%" stop-color="#dbeafe"></stop><stop offset="100%" stop-color="currentColor"></stop></linearGradient></defs><path d="M0.976675 22.6978C0.451106 23.3381 0.544167 24.2833 1.18453 24.8089C1.8249 25.3345 2.77008 25.2414 3.29565 24.601L0.976675 22.6978ZM85.8237 27.948L81.0878 11.2875L69.0273 23.7192L85.8237 27.948ZM3.29565 24.601C8.9058 17.7655 18.9303 9.8542 31.4914 6.99576C43.9669 4.1568 59.1046 6.26142 75.1673 19.694L77.0918 17.3927C60.3459 3.38874 44.2588 1.01368 30.8258 4.07055C17.4783 7.10792 6.91044 15.4679 0.976675 22.6978L3.29565 24.601Z" fill="url(#linear-gradient-q6atfuxd2)"></path></svg> <svg class="z-10 absolute bottom-0 -right-14 hidden md:block text-indigo-100" width="87" height="30" viewBox="0 0 87 30" fill="none" xmlns="http://www.w3.org/2000/svg" style="transform: scaleX(-1) rotate(180deg);"><defs><linearGradient id="linear-gradient-6jognzw19"><stop offset="0%" stop-color="currentColor"></stop><stop offset="100%" stop-color="#86efac"></stop></linearGradient></defs><path d="M0.976675 22.6978C0.451106 23.3381 0.544167 24.2833 1.18453 24.8089C1.8249 25.3345 2.77008 25.2414 3.29565 24.601L0.976675 22.6978ZM85.8237 27.948L81.0878 11.2875L69.0273 23.7192L85.8237 27.948ZM3.29565 24.601C8.9058 17.7655 18.9303 9.8542 31.4914 6.99576C43.9669 4.1568 59.1046 6.26142 75.1673 19.694L77.0918 17.3927C60.3459 3.38874 44.2588 1.01368 30.8258 4.07055C17.4783 7.10792 6.91044 15.4679 0.976675 22.6978L3.29565 24.601Z" fill="url(#linear-gradient-6jognzw19)"></path></svg> <svg class="z-10 absolute -top-9 md:hidden text-indigo-300" width="19" height="47" viewBox="0 0 19 47" fill="none" xmlns="http://www.w3.org/2000/svg"><defs><linearGradient id="linear-gradient-s0ej9zyhl" x1="0%" y1="0%" x2="0%" y2="100%"><stop offset="0%" stop-color="#dbeafe"></stop><stop offset="100%" stop-color="currentColor"></stop></linearGradient></defs><path fill-rule="evenodd" clip-rule="evenodd" d="M7.95615 0.0566406H10.9562V31.0695H18.1164L9.45615 46.0695L0.795898 31.0695H7.95615V0.0566406Z" fill="url(#linear-gradient-s0ej9zyhl)"></path></svg> <svg class="z-10 absolute -bottom-9 md:hidden text-indigo-100" width="19" height="47" viewBox="0 0 19 47" fill="none" xmlns="http://www.w3.org/2000/svg"><defs><linearGradient id="linear-gradient-gevc0j1z1" x1="0%" y1="0%" x2="0%" y2="100%"><stop offset="0%" stop-color="currentColor"></stop><stop offset="100%" stop-color="#86efac"></stop></linearGradient></defs><path fill-rule="evenodd" clip-rule="evenodd" d="M7.95615 0.0566406H10.9562V31.0695H18.1164L9.45615 46.0695L0.795898 31.0695H7.95615V0.0566406Z" fill="url(#linear-gradient-gevc0j1z1)"></path></svg> <div class="absolute inset-0 flex items-center justify-center"><svg class="text-9xl -mt-2 leading-tight opacity-50 dark:opacity-100 dark:text-gray-700 text-indigo-400" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path class="uim-quaternary" d="M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z" opacity=".25" fill="currentColor"></path><path class="uim-tertiary" d="M12 12v9.5a2.09 2.09 0 0 1-.91-.21L4.5 17.48a2.003 2.003 0 0 1-1-1.73v-7.5a2.06 2.06 0 0 1 .27-1.01L12 12z" opacity=".5" fill="currentColor"></path><path class="uim-primary" d="M20.5 8.25v7.5a2.003 2.003 0 0 1-1 1.73l-6.62 3.82c-.275.13-.576.198-.88.2V12l8.23-4.76c.175.308.268.656.27 1.01z" fill="currentColor"></path></svg></div> <div class="z-10 text-center text-xl font-bold leading-7">Text Generation Model </div></div> <div class="bg-linear-to-br relative space-y-2 rounded-xl from-green-100 to-transparent p-4 pb-10 dark:from-gray-800 md:col-span-4"><div class="text-xl font-semibold text-green-500">Output</div> <div><h6 class="font-semibold">Output</h6> <p class="text-gray-500">Once upon a time, we knew that our ancestors were on the verge of extinction. The great explorers and poets of the Old World, from Alexander the Great to Chaucer, are dead and gone. A good many of our ancient explorers and poets have</p></div></div></div></section> <section class="copiable-code-container max-w-2xl"><div class="SVELTE_HYDRATER contents" data-target="RepoCodeCopy" data-props="{}"><div></div></div> <h2 class="mb-8 text-3xl font-semibold">About Text Generation</h2> <div class="aspect-h-9 aspect-w-16 mb-8 w-full overflow-hidden rounded-lg"><iframe allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen frameborder="0" height="100%" src="https://www.youtube.com/embed/e9gNEAlsOvU" title="Text Generation" width="100%"></iframe></div> <div class="prose-doc prose"><p>This task covers guides on both <a href="https://huggingface.co/models?pipeline_tag=text-generation&sort=downloads">text-generation</a> and <a href="https://huggingface.co/models?pipeline_tag=text2text-generation&sort=downloads">text-to-text generation</a> models. Popular large language models that are used for chats or following instructions are also covered in this task. You can find the list of selected open-source large language models <a href="https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard">here</a>, ranked by their performance scores.</p> <h2 class="relative group flex items-center"> <a id="use-cases" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#use-cases" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Use Cases </span> </h2> <h3 class="relative group flex items-center"> <a id="instruction-models" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#instruction-models" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Instruction Models </span> </h3> <p>A model trained for text generation can be later adapted to follow instructions. You can try some of the most powerful instruction-tuned open-access models like Mixtral 8x7B, Cohere Command R+, and Meta Llama3 70B <a href="https://huggingface.co/chat">at Hugging Chat</a>.</p> <h3 class="relative group flex items-center"> <a id="code-generation" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#code-generation" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Code Generation </span> </h3> <p>A Text Generation model, also known as a causal language model, can be trained on code from scratch to help the programmers in their repetitive coding tasks. One of the most popular open-source models for code generation is StarCoder, which can generate code in 80+ languages. You can try it <a href="https://huggingface.co/spaces/bigcode/bigcode-playground">here</a>.</p> <h3 class="relative group flex items-center"> <a id="stories-generation" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#stories-generation" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Stories Generation </span> </h3> <p>A story generation model can receive an input like "Once upon a time" and proceed to create a story-like text based on those first words. You can try <a href="https://huggingface.co/spaces/mosaicml/mpt-7b-storywriter">this application</a> which contains a model trained on story generation, by MosaicML.</p> <p>If your generative model training data is different than your use case, you can train a causal language model from scratch. Learn how to do it in the free transformers <a href="https://huggingface.co/course/chapter7/6?fw=pt">course</a>!</p> <h2 class="relative group flex items-center"> <a id="task-variants" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#task-variants" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Task Variants </span> </h2> <h3 class="relative group flex items-center"> <a id="completion-generation-models" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#completion-generation-models" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Completion Generation Models </span> </h3> <p>A popular variant of Text Generation models predicts the next word given a bunch of words. Word by word a longer text is formed that results in for example:</p> <ul> <li>Given an incomplete sentence, complete it.</li> <li>Continue a story given the first sentences.</li> <li>Provided a code description, generate the code.</li> </ul> <p>The most popular models for this task are GPT-based models, <a href="/tasks/mistralai/Mistral-7B-v0.1">Mistral</a> or <a href="https://huggingface.co/meta-llama/Llama-2-7b-chat-hf">Llama series</a>. These models are trained on data that has no labels, so you just need plain text to train your own model. You can train text generation models to generate a wide variety of documents, from code to stories.</p> <h3 class="relative group flex items-center"> <a id="text-to-text-generation-models" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#text-to-text-generation-models" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Text-to-Text Generation Models </span> </h3> <p>These models are trained to learn the mapping between a pair of texts (e.g. translation from one language to another). The most popular variants of these models are <a href="/tasks/facebook/nllb-200-distilled-600M">NLLB</a>, <a href="https://huggingface.co/google/flan-t5-xxl">FLAN-T5</a>, and <a href="https://huggingface.co/docs/transformers/model_doc/bart">BART</a>. Text-to-Text models are trained with multi-tasking capabilities, they can accomplish a wide range of tasks, including summarization, translation, and text classification.</p> <h2 class="relative group flex items-center"> <a id="language-model-variants" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#language-model-variants" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Language Model Variants </span> </h2> <p>When it comes to text generation, the underlying language model can come in several types:</p> <ul> <li><p><strong>Base models:</strong> refers to plain language models like <a href="https://huggingface.co/mistralai/Mistral-7B-v0.3">Mistral 7B</a> and <a href="https://huggingface.co/meta-llama/Meta-Llama-3-70B">Meta Llama-3-70b</a>. These models are good for fine-tuning and few-shot prompting.</p> </li> <li><p><strong>Instruction-trained models:</strong> these models are trained in a multi-task manner to follow a broad range of instructions like "Write me a recipe for chocolate cake". Models like <a href="https://huggingface.co/Qwen/Qwen2-7B-Instruct">Qwen 2 7B</a>, <a href="https://huggingface.co/01-ai/Yi-1.5-34B-Chat">Yi 1.5 34B Chat</a>, and <a href="https://huggingface.co/meta-llama/Meta-Llama-3-70B-Instruct">Meta Llama 70B Instruct</a> are examples of instruction-trained models. In general, instruction-trained models will produce better responses to instructions than base models.</p> </li> <li><p><strong>Human feedback models:</strong> these models extend base and instruction-trained models by incorporating human feedback that rates the quality of the generated text according to criteria like <a href="https://arxiv.org/abs/2112.00861">helpfulness, honesty, and harmlessness</a>. The human feedback is then combined with an optimization technique like reinforcement learning to align the original model to be closer with human preferences. The overall methodology is often called <a href="https://huggingface.co/blog/rlhf">Reinforcement Learning from Human Feedback</a>, or RLHF for short. <a href="https://huggingface.co/HuggingFaceH4/zephyr-orpo-141b-A35b-v0.1">Zephyr ORPO 141B A35B</a> is an open-source model aligned through human feedback.</p> </li> </ul> <h2 class="relative group flex items-center"> <a id="text-generation-from-image-and-text" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#text-generation-from-image-and-text" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Text Generation from Image and Text </span> </h2> <p>There are language models that can input both text and image and output text, called vision language models. <a href="https://huggingface.co/HuggingFaceM4/idefics2-8b">IDEFICS 2</a> and <a href="https://huggingface.co/openbmb/MiniCPM-Llama3-V-2_5">MiniCPM Llama3 V</a> are good examples. They accept the same generation parameters as other language models. However, since they also take images as input, you have to use them with the <code>image-to-text</code> pipeline. You can find more information about this in the <a href="https://huggingface.co/tasks/image-to-text">image-to-text task page</a>.</p> <h2 class="relative group flex items-center"> <a id="inference" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#inference" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Inference </span> </h2> <p>You can use the 🤗 Transformers library <code>text-generation</code> pipeline to do inference with Text Generation models. It takes an incomplete text and returns multiple outputs with which the text can be completed.</p> <pre><code class="language-python"><span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline generator = pipeline(<span class="hljs-string">'text-generation'</span>, model = <span class="hljs-string">'HuggingFaceH4/zephyr-7b-beta'</span>) generator(<span class="hljs-string">"Hello, I'm a language model"</span>, max_length = <span class="hljs-number">30</span>, num_return_sequences=<span class="hljs-number">3</span>) <span class="hljs-comment">## [{'generated_text': "Hello, I'm a language modeler. So while writing this, when I went out to meet my wife or come home she told me that my"},</span> <span class="hljs-comment">## {'generated_text': "Hello, I'm a language modeler. I write and maintain software in Python. I love to code, and that includes coding things that require writing"}, ...</span> </code></pre> <p><a href="https://huggingface.co/models?pipeline_tag=text2text-generation&sort=downloads">Text-to-Text generation models</a> have a separate pipeline called <code>text2text-generation</code>. This pipeline takes an input containing the sentence including the task and returns the output of the accomplished task.</p> <pre><code class="language-python"><span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline text2text_generator = pipeline(<span class="hljs-string">"text2text-generation"</span>) text2text_generator(<span class="hljs-string">"question: What is 42 ? context: 42 is the answer to life, the universe and everything"</span>) [{<span class="hljs-string">'generated_text'</span>: <span class="hljs-string">'the answer to life, the universe and everything'</span>}] text2text_generator(<span class="hljs-string">"translate from English to French: I'm very happy"</span>) [{<span class="hljs-string">'generated_text'</span>: <span class="hljs-string">'Je suis très heureux'</span>}] </code></pre> <p>You can use <a href="https://github.com/huggingface/huggingface.js">huggingface.js</a> to infer text classification models on Hugging Face Hub.</p> <pre><code class="language-javascript"><span class="hljs-keyword">import</span> { <span class="hljs-title class_">InferenceClient</span> } <span class="hljs-keyword">from</span> <span class="hljs-string">"@huggingface/inference"</span>; <span class="hljs-keyword">const</span> inference = <span class="hljs-keyword">new</span> <span class="hljs-title class_">InferenceClient</span>(<span class="hljs-variable constant_">HF_TOKEN</span>); <span class="hljs-keyword">await</span> inference.<span class="hljs-title function_">conversational</span>({ <span class="hljs-attr">model</span>: <span class="hljs-string">"distilbert-base-uncased-finetuned-sst-2-english"</span>, <span class="hljs-attr">inputs</span>: <span class="hljs-string">"I love this movie!"</span>, }); </code></pre> <h2 class="relative group flex items-center"> <a id="text-generation-inference" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#text-generation-inference" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Text Generation Inference </span> </h2> <p><a href="https://github.com/huggingface/text-generation-inference">Text Generation Inference (TGI)</a> is an open-source toolkit for serving LLMs tackling challenges such as response time. TGI powers inference solutions like <a href="https://huggingface.co/inference-endpoints">Inference Endpoints</a> and <a href="https://huggingface.co/chat/">Hugging Chat</a>, as well as multiple community projects. You can use it to deploy any supported open-source large language model of your choice.</p> <h2 class="relative group flex items-center"> <a id="chatui-spaces" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#chatui-spaces" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> ChatUI Spaces </span> </h2> <p>Hugging Face Spaces includes templates to easily deploy your own instance of a specific application. <a href="https://github.com/huggingface/chat-ui">ChatUI</a> is an open-source interface that enables serving conversational interface for large language models and can be deployed with few clicks at Spaces. TGI powers these Spaces under the hood for faster inference. Thanks to the template, you can deploy your own instance based on a large language model with only a few clicks and customize it. Learn more about it <a href="https://huggingface.co/docs/hub/spaces-sdks-docker-chatui">here</a> and create your large language model instance <a href="https://huggingface.co/new-space?template=huggingchat/chat-ui-template">here</a>.</p> <p><a href="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/os_llms/docker_chat.png" rel="nofollow"><img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/os_llms/docker_chat.png" alt="ChatUI"></a></p> <h2 class="relative group flex items-center"> <a id="useful-resources" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#useful-resources" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Useful Resources </span> </h2> <p>Would you like to learn more about the topic? Awesome! Here you can find some curated resources that you may find helpful!</p> <h3 class="relative group flex items-center"> <a id="tools-within-hugging-face-ecosystem" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#tools-within-hugging-face-ecosystem" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Tools within Hugging Face Ecosystem </span> </h3> <ul> <li>You can use <a href="https://github.com/huggingface/peft">PEFT</a> to adapt large language models in efficient way.</li> <li><a href="https://github.com/huggingface/chat-ui">ChatUI</a> is the open-source interface to conversate with Large Language Models.</li> <li><a href="https://github.com/huggingface/text-generation-inference">text-generation-inferface</a></li> <li><a href="https://huggingface.co/chat/">HuggingChat</a> is a chat interface powered by Hugging Face to chat with powerful models like Meta Llama 3 70B, Mixtral 8x7B, etc.</li> </ul> <h3 class="relative group flex items-center"> <a id="documentation" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#documentation" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Documentation </span> </h3> <ul> <li><a href="https://huggingface.co/docs/peft/index">PEFT documentation</a></li> <li><a href="https://huggingface.co/docs/hub/spaces-sdks-docker-chatui">ChatUI Docker Spaces</a></li> <li><a href="https://huggingface.co/docs/transformers/tasks/language_modeling">Causal language modeling task guide</a></li> <li><a href="https://huggingface.co/docs/transformers/generation_strategies">Text generation strategies</a></li> <li><a href="https://huggingface.co/course/chapter7/6?fw=pt">Course chapter on training a causal language model from scratch</a></li> </ul> <h3 class="relative group flex items-center"> <a id="model-inference--deployment" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#model-inference--deployment" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Model Inference & Deployment </span> </h3> <ul> <li><a href="https://huggingface.co/blog/optimize-llm">Optimizing your LLM in production</a></li> <li><a href="https://huggingface.co/blog/os-llms">Open-Source Text Generation & LLM Ecosystem at Hugging Face</a></li> <li><a href="https://huggingface.co/blog/rwkv">Introducing RWKV - An RNN with the advantages of a transformer</a></li> <li><a href="https://huggingface.co/blog/llama2">Llama 2 is at Hugging Face</a></li> <li><a href="https://huggingface.co/blog/constrained-beam-search">Guiding Text Generation with Constrained Beam Search in 🤗 Transformers</a></li> <li><a href="https://huggingface.co/spaces/codeparrot/code-generation-models">Code generation with Hugging Face</a></li> <li><a href="https://huggingface.co/blog/assisted-generation">Assisted Generation: a new direction toward low-latency text generation</a></li> <li><a href="https://huggingface.co/blog/how-to-generate">How to generate text: using different decoding methods for language generation with Transformers</a></li> <li><a href="https://huggingface.co/blog/tf-xla-generate">Faster Text Generation with TensorFlow and XLA</a></li> </ul> <h3 class="relative group flex items-center"> <a id="model-fine-tuningtraining" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#model-fine-tuningtraining" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Model Fine-tuning/Training </span> </h3> <ul> <li><a href="https://huggingface.co/blog/Llama2-for-non-engineers">Non-engineers guide: Train a LLaMA 2 chatbot</a></li> <li><a href="https://huggingface.co/blog/codeparrot">Training CodeParrot 🦜 from Scratch</a></li> <li><a href="https://huggingface.co/blog/starchat-alpha">Creating a Coding Assistant with StarCoder</a></li> </ul> <h3 class="relative group flex items-center"> <a id="advanced-concepts-explained-simply" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#advanced-concepts-explained-simply" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Advanced Concepts Explained Simply </span> </h3> <ul> <li><a href="https://huggingface.co/blog/moe">Mixture of Experts Explained</a></li> </ul> <h3 class="relative group flex items-center"> <a id="advanced-fine-tuningtraining-recipes" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#advanced-fine-tuningtraining-recipes" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Advanced Fine-tuning/Training Recipes </span> </h3> <ul> <li><a href="https://huggingface.co/blog/ram-efficient-pytorch-fsdp">Fine-tuning Llama 2 70B using PyTorch FSDP</a></li> <li><a href="https://huggingface.co/blog/the_n_implementation_details_of_rlhf_with_ppo">The N Implementation Details of RLHF with PPO</a></li> <li><a href="https://huggingface.co/blog/pref-tuning">Preference Tuning LLMs with Direct Preference Optimization Methods</a></li> <li><a href="https://huggingface.co/blog/dpo-trl">Fine-tune Llama 2 with DPO</a></li> </ul> <h3 class="relative group flex items-center"> <a id="notebooks" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#notebooks" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Notebooks </span> </h3> <ul> <li><a href="https://github.com/huggingface/notebooks/blob/master/examples/causal_language_modeling_flax.ipynb">Training a CLM in Flax</a></li> <li><a href="https://github.com/huggingface/notebooks/blob/master/examples/language_modeling_from_scratch-tf.ipynb">Training a CLM in TensorFlow</a></li> <li><a href="https://github.com/huggingface/notebooks/blob/master/examples/language_modeling_from_scratch.ipynb">Training a CLM in PyTorch</a></li> </ul> <h3 class="relative group flex items-center"> <a id="scripts-for-training" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" href="#scripts-for-training" > <span class="header-link"><svg class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span> </a> <span> Scripts for training </span> </h3> <ul> <li><a href="https://github.com/huggingface/transformers/tree/main/examples/pytorch/language-modeling">Training a CLM in PyTorch</a></li> <li><a href="https://github.com/huggingface/transformers/tree/main/examples/tensorflow/language-modeling">Training a CLM in TensorFlow</a></li> <li><a href="https://github.com/huggingface/transformers/tree/main/examples/pytorch/text-generation">Text Generation in PyTorch</a></li> </ul> </div></section></div> <div class="flex-none space-y-8 pt-12 lg:col-span-5"><div class="flex flex-col gap-2 sm:flex-row"><a class="bg-linear-to-r flex flex-wrap items-center justify-center whitespace-nowrap rounded-lg border-gray-100 from-orange-100 to-red-100 px-4 py-2 text-center text-sm text-gray-700 hover:to-red-200 hover:text-gray-900 dark:from-gray-900 dark:to-gray-925 dark:hover:text-gray-200" href="/autotrain">Available in <svg class="w-20 h-5 -mb-0.5 ml-1 inline flex-none" width="1em" height="100%" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" focusable="false" role="img" viewBox="0 0 1322 192" fill="none"><rect x="592" width="730" height="192" rx="31" fill="black"></rect><mask id="mask0_97_2" 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60.132L40.7616 46.0903C38.465 40.6155 38.465 34.4475 40.7616 28.9727L46.6517 14.9309Z" fill="#861FFF" stroke="black" stroke-width="12.6835" stroke-linejoin="round"></path><circle cx="53.1334" cy="37.5315" r="13.9518" fill="#FF3270" stroke="black" stroke-width="12.6835" stroke-linejoin="round"></circle></svg> <span class="font-semibold">Inference Endpoints</span></a></div> <div><h2 class="mb-2.5 font-semibold">Compatible libraries</h2> <div class="flex flex-wrap items-center overflow-hidden"><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?library=transformers&pipeline_tag=text-generation"><div class="tag tag-white "><svg class="text-black inline-block text-sm" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" preserveAspectRatio="xMidYMid meet" width="1em" height="1em" viewBox="0 0 95 88"><path fill="#fff" d="M94.25 70.08a8.28 8.28 0 0 1-.43 6.46 10.57 10.57 0 0 1-3 3.6 25.18 25.18 0 0 1-5.7 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1.69 3.21-11.65 6.98-11.76 7.01-4.31 1.12-15.26 3.49-19.08-2.12Z"></path></svg> <span>Transformers</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?library=transformers.js&pipeline_tag=text-generation"><div class="tag tag-white "><svg class="text-black inline-block text-sm" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><rect width="32" height="32" fill="#f7df1e"></rect><path d="M21.5,25a3.27,3.27,0,0,0,3,1.83c1.25,0,2-.63,2-1.49,0-1-.81-1.39-2.19-2L23.56,23C21.39,22.1,20,20.94,20,18.49c0-2.25,1.72-4,4.41-4a4.44,4.44,0,0,1,4.27,2.41l-2.34,1.5a2,2,0,0,0-1.93-1.29,1.31,1.31,0,0,0-1.44,1.29c0,.9.56,1.27,1.85,1.83l.75.32c2.55,1.1,4,2.21,4,4.72,0,2.71-2.12,4.19-5,4.19a5.78,5.78,0,0,1-5.48-3.07Zm-10.63.26c.48.84.91,1.55,1.94,1.55s1.61-.39,1.61-1.89V14.69h3V25c0,3.11-1.83,4.53-4.49,4.53a4.66,4.66,0,0,1-4.51-2.75Z"></path></svg> <span>Transformers.js</span> </div></a></div></div> <section class="shadow-alternate-sm flex flex-col gap-2 rounded-xl border border-gray-100 px-4 pb-4 pt-3"><div class="flex space-x-1.5 text-sm text-gray-500"><span>using</span> <a class="ml-1 block text-gray-700 underline hover:text-gray-900 dark:hover:text-gray-100" href="/mistralai/Mistral-Nemo-Instruct-2407">mistralai/Mistral-Nemo-Instruct-2407 </a></div> <div class="flex w-full flex-1"><div class="SVELTE_HYDRATER contents" data-target="InferenceWidget" data-props="{"model":{"author":"mistralai","cardData":{"language":["en","fr","de","es","it","pt","ru","zh","ja"],"license":"apache-2.0","base_model":"mistralai/Mistral-Nemo-Base-2407","extra_gated_description":"If you want to learn more about how we process your personal data, please read our <a href=\"https://mistral.ai/terms/\">Privacy Policy</a>."},"cardExists":true,"config":{"architectures":["MistralForCausalLM"],"model_type":"mistral","tokenizer_config":{"bos_token":"<s>","chat_template":"{%- if messages[0][\"role\"] == \"system\" %}\n {%- set system_message = messages[0][\"content\"] %}\n {%- set loop_messages = messages[1:] %}\n{%- else %}\n {%- set loop_messages = messages %}\n{%- endif %}\n{%- if not tools is defined %}\n {%- set tools = none %}\n{%- endif %}\n{%- set user_messages = loop_messages | selectattr(\"role\", \"equalto\", \"user\") | list %}\n\n{#- This block checks for alternating user/assistant messages, skipping tool calling messages #}\n{%- set ns = namespace() %}\n{%- set ns.index = 0 %}\n{%- for message in loop_messages %}\n {%- if not (message.role == \"tool\" or message.role == \"tool_results\" or (message.tool_calls is defined and message.tool_calls is not none)) %}\n {%- if (message[\"role\"] == \"user\") != (ns.index % 2 == 0) %}\n {{- raise_exception(\"After the optional system message, conversation roles must alternate user/assistant/user/assistant/...\") }}\n {%- endif %}\n {%- set ns.index = ns.index + 1 %}\n {%- endif %}\n{%- endfor %}\n\n{{- bos_token }}\n{%- for message in loop_messages %}\n {%- if message[\"role\"] == \"user\" %}\n {%- if tools is not none and (message == user_messages[-1]) %}\n {{- \"[AVAILABLE_TOOLS][\" }}\n {%- for tool in tools %}\n {%- set tool = tool.function %}\n {{- '{\"type\": \"function\", \"function\": {' }}\n {%- for key, val in tool.items() if key != \"return\" %}\n {%- if val is string %}\n {{- '\"' + key + '\": \"' + val + '\"' }}\n {%- else %}\n {{- '\"' + key + '\": ' + val|tojson }}\n {%- endif %}\n {%- if not loop.last %}\n {{- \", \" }}\n {%- endif %}\n {%- endfor %}\n {{- \"}}\" }}\n {%- if not loop.last %}\n {{- \", \" }}\n {%- else %}\n {{- \"]\" }}\n {%- endif %}\n {%- endfor %}\n {{- \"[/AVAILABLE_TOOLS]\" }}\n {%- endif %}\n {%- if loop.last and system_message is defined %}\n {{- \"[INST]\" + system_message + \"\\n\\n\" + message[\"content\"] + \"[/INST]\" }}\n {%- else %}\n {{- \"[INST]\" + message[\"content\"] + \"[/INST]\" }}\n {%- endif %}\n {%- elif (message.tool_calls is defined and message.tool_calls is not none) %}\n {{- \"[TOOL_CALLS][\" }}\n {%- for tool_call in message.tool_calls %}\n {%- set out = tool_call.function|tojson %}\n {{- out[:-1] }}\n {%- if not tool_call.id is defined or tool_call.id|length != 9 %}\n {{- raise_exception(\"Tool call IDs should be alphanumeric strings with length 9!\") }}\n {%- endif %}\n {{- ', \"id\": \"' + tool_call.id + '\"}' }}\n {%- if not loop.last %}\n {{- \", \" }}\n {%- else %}\n {{- \"]\" + eos_token }}\n {%- endif %}\n {%- endfor %}\n {%- elif message[\"role\"] == \"assistant\" %}\n {{- message[\"content\"] + eos_token}}\n {%- elif message[\"role\"] == \"tool_results\" or message[\"role\"] == \"tool\" %}\n {%- if message.content is defined and message.content.content is defined %}\n {%- set content = message.content.content %}\n {%- else %}\n {%- set content = message.content %}\n {%- endif %}\n {{- '[TOOL_RESULTS]{\"content\": ' + content|string + \", \" }}\n {%- if not message.tool_call_id is defined or message.tool_call_id|length != 9 %}\n {{- raise_exception(\"Tool call IDs should be alphanumeric strings with length 9!\") }}\n {%- endif %}\n {{- '\"call_id\": \"' + message.tool_call_id + '\"}[/TOOL_RESULTS]' }}\n {%- else %}\n {{- raise_exception(\"Only user and assistant roles are supported, with the exception of an initial optional system message!\") }}\n {%- endif %}\n{%- endfor %}\n","eos_token":"</s>","unk_token":"<unk>"}},"createdAt":"2024-07-17T17:26:49.000Z","discussionsDisabled":false,"downloads":260530,"downloadsAllTime":6411949,"id":"mistralai/Mistral-Nemo-Instruct-2407","isLikedByUser":false,"availableInferenceProviders":[{"name":"hf-inference","modelStatus":"live","providerStatus":"live","providerId":"mistralai/Mistral-Nemo-Instruct-2407"},{"name":"nebius","modelStatus":"live","providerStatus":"live","providerId":"mistralai/Mistral-Nemo-Instruct-2407-fast"}],"inference":"warm","lastModified":"2024-11-06T17:28:00.000Z","likes":1500,"pipeline_tag":"text-generation","library_name":"transformers","librariesOther":[],"trackDownloads":true,"model-index":null,"private":false,"repoType":"model","gated":"auto","tags":["transformers","safetensors","mistral","text-generation","conversational","en","fr","de","es","it","pt","ru","zh","ja","base_model:mistralai/Mistral-Nemo-Base-2407","base_model:finetune:mistralai/Mistral-Nemo-Base-2407","license:apache-2.0","autotrain_compatible","text-generation-inference","endpoints_compatible","region:us"],"tag_objs":[{"id":"text-generation","label":"Text Generation","type":"pipeline_tag","subType":"nlp"},{"id":"transformers","label":"Transformers","type":"library"},{"id":"safetensors","label":"Safetensors","type":"library"},{"id":"en","label":"English","type":"language"},{"id":"fr","label":"French","type":"language"},{"id":"de","label":"German","type":"language"},{"id":"es","label":"Spanish","type":"language"},{"id":"it","label":"Italian","type":"language"},{"id":"pt","label":"Portuguese","type":"language"},{"id":"ru","label":"Russian","type":"language"},{"id":"zh","label":"Chinese","type":"language"},{"id":"ja","label":"Japanese","type":"language"},{"id":"mistral","label":"mistral","type":"other"},{"id":"conversational","label":"conversational","type":"other"},{"id":"base_model:mistralai/Mistral-Nemo-Base-2407","label":"base_model:mistralai/Mistral-Nemo-Base-2407","type":"other"},{"id":"base_model:finetune:mistralai/Mistral-Nemo-Base-2407","label":"base_model:finetune:mistralai/Mistral-Nemo-Base-2407","type":"other"},{"id":"autotrain_compatible","label":"AutoTrain Compatible","type":"other"},{"id":"text-generation-inference","label":"text-generation-inference","type":"other"},{"id":"endpoints_compatible","label":"Inference Endpoints","type":"other"},{"id":"license:apache-2.0","label":"apache-2.0","type":"license"},{"type":"region","label":"🇺🇸 Region: US","id":"region:us"}],"transformersInfo":{"auto_model":"AutoModelForCausalLM","pipeline_tag":"text-generation","processor":"AutoTokenizer"},"widgetData":[{"text":"Hi, what can you help me with?"},{"text":"What is 84 * 3 / 2?"},{"text":"Tell me an interesting fact about the universe!"},{"text":"Explain quantum computing in simple terms."}],"safetensors":{"parameters":{"BF16":12247782400},"total":12247782400,"sharded":true},"hasBlockedOids":false,"region":"us","isQuantized":false,"inferenceStatic":"maybe-loadable","xetEnabled":false},"shouldUpdateUrl":false,"isLoggedIn":false,"inferenceProviders":[{"name":"cerebras","enabled":true,"position":0,"isReleased":true,"accuratePricing":true},{"name":"together","enabled":true,"position":1,"isReleased":true,"accuratePricing":true},{"name":"nebius","enabled":true,"position":2,"isReleased":true,"accuratePricing":false},{"name":"fal-ai","enabled":true,"position":3,"isReleased":true,"accuratePricing":true},{"name":"fireworks-ai","enabled":true,"position":4,"isReleased":true,"accuratePricing":false},{"name":"replicate","enabled":true,"position":5,"isReleased":true,"accuratePricing":false},{"name":"sambanova","enabled":true,"position":6,"isReleased":true,"accuratePricing":false},{"name":"novita","enabled":true,"position":7,"isReleased":true,"accuratePricing":true},{"name":"hyperbolic","enabled":true,"position":8,"isReleased":true,"accuratePricing":false},{"name":"hf-inference","enabled":true,"position":9,"isReleased":true,"accuratePricing":true}]}"><form 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</div></div> <div class="mb-0.5 flex w-full max-w-full flex-wrap items-center text-sm text-gray-500"><div class="mb-1.5 flex items-center gap-4"><a href="/tasks/text-generation" target="_blank" title="Learn more about text-generation"><div class="inline-flex items-center hover:underline"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path d="M16.2607 8.08202L14.468 6.28928C14.3063 6.12804 14.0873 6.03749 13.859 6.03749C13.6307 6.03749 13.4117 6.12804 13.25 6.28928L5.6375 13.904V16.9125H8.64607L16.2607 9.30002C16.422 9.13836 16.5125 8.91935 16.5125 8.69102C16.5125 8.4627 16.422 8.24369 16.2607 8.08202V8.08202ZM8.1953 15.825H6.725V14.3547L11.858 9.22118L13.3288 10.6915L8.1953 15.825ZM14.0982 9.92262L12.6279 8.45232L13.8606 7.21964L15.3309 8.68994L14.0982 9.92262Z"></path><path d="M6.18125 9.84373H7.26875V6.03748H8.9V4.94998H4.55V6.03748H6.18125V9.84373Z"></path><path d="M4.55 11.475H2.375V2.775H11.075V4.95H12.1625V2.775C12.1625 2.48658 12.0479 2.20997 11.844 2.00602C11.64 1.80208 11.3634 1.6875 11.075 1.6875H2.375C2.08658 1.6875 1.80997 1.80208 1.60602 2.00602C1.40207 2.20997 1.2875 2.48658 1.2875 2.775V11.475C1.2875 11.7634 1.40207 12.04 1.60602 12.244C1.80997 12.4479 2.08658 12.5625 2.375 12.5625H4.55V11.475Z"></path></svg> <span>Text Generation</span></div></a></div> <div class="ml-auto flex gap-3"> <div class="flex gap-x-1 peer:"> <div class="relative mb-1.5 "> <div class="inline-flex w-32 cursor-pointer justify-between rounded-md border border-gray-100 px-4 py-1 hover:text-gray-700 dark:hover:text-gray-200"><div class="truncate text-sm">Examples</div> <svg class="-mr-1 ml-2 h-5 w-5 transition ease-in-out transform false" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 20 20" fill="currentColor" aria-hidden="true"><path fill-rule="evenodd" d="M5.293 7.293a1 1 0 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class="flex items-center hover:text-gray-700 dark:hover:text-gray-300"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path fill-rule="evenodd" clip-rule="evenodd" d="M5 7h22l1 1v16l-1 1H5l-1-1V8l1-1ZM3 8l2-2h22l2 2v16l-2 2H5l-2-2V8Z" fill="currentColor" fill-opacity=".7"></path><rect x="20" y="9" width="6" height="14" rx="1" fill="currentColor" fill-opacity="1"></rect></svg> Open Playground </a></div></div></form></div></div> </section> <section class="shadow-alternate-sm rounded-xl border border-gray-100 px-4 pb-4 pt-3 "><div class="mb-1.5 flex items-center whitespace-nowrap font-semibold text-gray-800 lg:text-lg"><svg class="mr-1.5 flex-none text-indigo-400" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path class="uim-quaternary" d="M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z" opacity=".25" fill="currentColor"></path><path class="uim-tertiary" d="M12 12v9.5a2.09 2.09 0 0 1-.91-.21L4.5 17.48a2.003 2.003 0 0 1-1-1.73v-7.5a2.06 2.06 0 0 1 .27-1.01L12 12z" opacity=".5" fill="currentColor"></path><path class="uim-primary" d="M20.5 8.25v7.5a2.003 2.003 0 0 1-1 1.73l-6.62 3.82c-.275.13-.576.198-.88.2V12l8.23-4.76c.175.308.268.656.27 1.01z" fill="currentColor"></path></svg> <div class="truncate">Models for Text Generation</div> <a class="btn ml-4 text-sm font-normal" href="/models?pipeline_tag=text-generation">Browse Models (202,547)</a> </div> <div class="mt-4 space-y-4"><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/google/gemma-2-2b-it"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="google/gemma-2-2b-it"><img alt="" class="w-3.5 h-3.5 rounded-sm mr-1.5 flex-none flex-none" src="https://cdn-avatars.huggingface.co/v1/production/uploads/5dd96eb166059660ed1ee413/WtA3YYitedOr9n02eHfJe.png" crossorigin="anonymous"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd">google/gemma-2-2b-it</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="mr-1.5 text-[.8rem] flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path d="M16.2607 8.08202L14.468 6.28928C14.3063 6.12804 14.0873 6.03749 13.859 6.03749C13.6307 6.03749 13.4117 6.12804 13.25 6.28928L5.6375 13.904V16.9125H8.64607L16.2607 9.30002C16.422 9.13836 16.5125 8.91935 16.5125 8.69102C16.5125 8.4627 16.422 8.24369 16.2607 8.08202V8.08202ZM8.1953 15.825H6.725V14.3547L11.858 9.22118L13.3288 10.6915L8.1953 15.825ZM14.0982 9.92262L12.6279 8.45232L13.8606 7.21964L15.3309 8.68994L14.0982 9.92262Z"></path><path d="M6.18125 9.84373H7.26875V6.03748H8.9V4.94998H4.55V6.03748H6.18125V9.84373Z"></path><path d="M4.55 11.475H2.375V2.775H11.075V4.95H12.1625V2.775C12.1625 2.48658 12.0479 2.20997 11.844 2.00602C11.64 1.80208 11.3634 1.6875 11.075 1.6875H2.375C2.08658 1.6875 1.80997 1.80208 1.60602 2.00602C1.40207 2.20997 1.2875 2.48658 1.2875 2.775V11.475C1.2875 11.7634 1.40207 12.04 1.60602 12.244C1.80997 12.4479 2.08658 12.5625 2.375 12.5625H4.55V11.475Z"></path></svg> Text Generation <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2024-08-27T19:41:44" title="Tue, 27 Aug 2024 19:41:44 GMT">Aug 27, 2024</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 408k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="-mx-[2px] flex-none" title="Inference Providers available"><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" class="text-orange-300 dark:text-gray-400 " width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path d="M11 15H6l7-14v8h5l-7 14v-8z" fill="currentColor"></path></svg></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 1.04k </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> A text-generation model trained to follow instructions. </p> </div><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B"><img alt="" class="w-3.5 h-3.5 rounded-sm mr-1.5 flex-none flex-none" src="https://cdn-avatars.huggingface.co/v1/production/uploads/6538815d1bdb3c40db94fbfa/xMBly9PUMphrFVMxLX4kq.png" crossorigin="anonymous"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd">deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="mr-1.5 text-[.8rem] flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path d="M16.2607 8.08202L14.468 6.28928C14.3063 6.12804 14.0873 6.03749 13.859 6.03749C13.6307 6.03749 13.4117 6.12804 13.25 6.28928L5.6375 13.904V16.9125H8.64607L16.2607 9.30002C16.422 9.13836 16.5125 8.91935 16.5125 8.69102C16.5125 8.4627 16.422 8.24369 16.2607 8.08202V8.08202ZM8.1953 15.825H6.725V14.3547L11.858 9.22118L13.3288 10.6915L8.1953 15.825ZM14.0982 9.92262L12.6279 8.45232L13.8606 7.21964L15.3309 8.68994L14.0982 9.92262Z"></path><path d="M6.18125 9.84373H7.26875V6.03748H8.9V4.94998H4.55V6.03748H6.18125V9.84373Z"></path><path d="M4.55 11.475H2.375V2.775H11.075V4.95H12.1625V2.775C12.1625 2.48658 12.0479 2.20997 11.844 2.00602C11.64 1.80208 11.3634 1.6875 11.075 1.6875H2.375C2.08658 1.6875 1.80997 1.80208 1.60602 2.00602C1.40207 2.20997 1.2875 2.48658 1.2875 2.775V11.475C1.2875 11.7634 1.40207 12.04 1.60602 12.244C1.80997 12.4479 2.08658 12.5625 2.375 12.5625H4.55V11.475Z"></path></svg> Text Generation <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2025-02-24T03:32:35" title="Mon, 24 Feb 2025 03:32:35 GMT">Feb 24</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 1.78M <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="-mx-[2px] flex-none" title="Inference Providers available"><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" class="text-orange-300 dark:text-gray-400 " width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path d="M11 15H6l7-14v8h5l-7 14v-8z" fill="currentColor"></path></svg></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 1.11k </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> Smaller variant of one of the most powerful models. </p> </div><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/microsoft/phi-4"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="microsoft/phi-4"><img alt="" class="w-3.5 h-3.5 rounded-sm mr-1.5 flex-none flex-none" src="https://cdn-avatars.huggingface.co/v1/production/uploads/1583646260758-5e64858c87403103f9f1055d.png" crossorigin="anonymous"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd">microsoft/phi-4</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="mr-1.5 text-[.8rem] flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path d="M16.2607 8.08202L14.468 6.28928C14.3063 6.12804 14.0873 6.03749 13.859 6.03749C13.6307 6.03749 13.4117 6.12804 13.25 6.28928L5.6375 13.904V16.9125H8.64607L16.2607 9.30002C16.422 9.13836 16.5125 8.91935 16.5125 8.69102C16.5125 8.4627 16.422 8.24369 16.2607 8.08202V8.08202ZM8.1953 15.825H6.725V14.3547L11.858 9.22118L13.3288 10.6915L8.1953 15.825ZM14.0982 9.92262L12.6279 8.45232L13.8606 7.21964L15.3309 8.68994L14.0982 9.92262Z"></path><path d="M6.18125 9.84373H7.26875V6.03748H8.9V4.94998H4.55V6.03748H6.18125V9.84373Z"></path><path d="M4.55 11.475H2.375V2.775H11.075V4.95H12.1625V2.775C12.1625 2.48658 12.0479 2.20997 11.844 2.00602C11.64 1.80208 11.3634 1.6875 11.075 1.6875H2.375C2.08658 1.6875 1.80997 1.80208 1.60602 2.00602C1.40207 2.20997 1.2875 2.48658 1.2875 2.775V11.475C1.2875 11.7634 1.40207 12.04 1.60602 12.244C1.80997 12.4479 2.08658 12.5625 2.375 12.5625H4.55V11.475Z"></path></svg> Text Generation <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2025-02-24T11:53:58" title="Mon, 24 Feb 2025 11:53:58 GMT">Feb 24</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 634k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="-mx-[2px] flex-none" title="Inference Providers available"><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" class="text-orange-300 dark:text-gray-400 " width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path d="M11 15H6l7-14v8h5l-7 14v-8z" fill="currentColor"></path></svg></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 1.96k </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> Powerful text generation model by Microsoft. </p> </div><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/simplescaling/s1.1-32B"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="simplescaling/s1.1-32B"><img alt="" class="w-3.5 h-3.5 rounded-sm mr-1.5 flex-none flex-none" src="https://cdn-avatars.huggingface.co/v1/production/uploads/5f1eb362eec0ad2a071ad6e2/fcUEcJLhksh39ZFHbLvga.png" crossorigin="anonymous"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd">simplescaling/s1.1-32B</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="mr-1.5 text-[.8rem] flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path d="M16.2607 8.08202L14.468 6.28928C14.3063 6.12804 14.0873 6.03749 13.859 6.03749C13.6307 6.03749 13.4117 6.12804 13.25 6.28928L5.6375 13.904V16.9125H8.64607L16.2607 9.30002C16.422 9.13836 16.5125 8.91935 16.5125 8.69102C16.5125 8.4627 16.422 8.24369 16.2607 8.08202V8.08202ZM8.1953 15.825H6.725V14.3547L11.858 9.22118L13.3288 10.6915L8.1953 15.825ZM14.0982 9.92262L12.6279 8.45232L13.8606 7.21964L15.3309 8.68994L14.0982 9.92262Z"></path><path d="M6.18125 9.84373H7.26875V6.03748H8.9V4.94998H4.55V6.03748H6.18125V9.84373Z"></path><path d="M4.55 11.475H2.375V2.775H11.075V4.95H12.1625V2.775C12.1625 2.48658 12.0479 2.20997 11.844 2.00602C11.64 1.80208 11.3634 1.6875 11.075 1.6875H2.375C2.08658 1.6875 1.80997 1.80208 1.60602 2.00602C1.40207 2.20997 1.2875 2.48658 1.2875 2.775V11.475C1.2875 11.7634 1.40207 12.04 1.60602 12.244C1.80997 12.4479 2.08658 12.5625 2.375 12.5625H4.55V11.475Z"></path></svg> Text Generation <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2025-02-27T17:58:32" title="Thu, 27 Feb 2025 17:58:32 GMT">Feb 27</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 22.1k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 80 </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> A very powerful model with reasoning capabilities. </p> </div><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/Qwen/Qwen2.5-7B-Instruct-1M"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="Qwen/Qwen2.5-7B-Instruct-1M"><img alt="" class="w-3.5 h-3.5 rounded-sm mr-1.5 flex-none flex-none" src="https://cdn-avatars.huggingface.co/v1/production/uploads/620760a26e3b7210c2ff1943/-s1gyJfvbE1RgO5iBeNOi.png" crossorigin="anonymous"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd">Qwen/Qwen2.5-7B-Instruct-1M</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="mr-1.5 text-[.8rem] flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path d="M16.2607 8.08202L14.468 6.28928C14.3063 6.12804 14.0873 6.03749 13.859 6.03749C13.6307 6.03749 13.4117 6.12804 13.25 6.28928L5.6375 13.904V16.9125H8.64607L16.2607 9.30002C16.422 9.13836 16.5125 8.91935 16.5125 8.69102C16.5125 8.4627 16.422 8.24369 16.2607 8.08202V8.08202ZM8.1953 15.825H6.725V14.3547L11.858 9.22118L13.3288 10.6915L8.1953 15.825ZM14.0982 9.92262L12.6279 8.45232L13.8606 7.21964L15.3309 8.68994L14.0982 9.92262Z"></path><path d="M6.18125 9.84373H7.26875V6.03748H8.9V4.94998H4.55V6.03748H6.18125V9.84373Z"></path><path d="M4.55 11.475H2.375V2.775H11.075V4.95H12.1625V2.775C12.1625 2.48658 12.0479 2.20997 11.844 2.00602C11.64 1.80208 11.3634 1.6875 11.075 1.6875H2.375C2.08658 1.6875 1.80997 1.80208 1.60602 2.00602C1.40207 2.20997 1.2875 2.48658 1.2875 2.775V11.475C1.2875 11.7634 1.40207 12.04 1.60602 12.244C1.80997 12.4479 2.08658 12.5625 2.375 12.5625H4.55V11.475Z"></path></svg> Text Generation <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2025-01-29T12:39:09" title="Wed, 29 Jan 2025 12:39:09 GMT">Jan 29</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 883k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 287 </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> Strong conversational model that supports very long instructions. </p> </div><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/Qwen/Qwen2.5-Coder-32B-Instruct"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="Qwen/Qwen2.5-Coder-32B-Instruct"><img alt="" class="w-3.5 h-3.5 rounded-sm mr-1.5 flex-none flex-none" src="https://cdn-avatars.huggingface.co/v1/production/uploads/620760a26e3b7210c2ff1943/-s1gyJfvbE1RgO5iBeNOi.png" crossorigin="anonymous"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd">Qwen/Qwen2.5-Coder-32B-Instruct</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="mr-1.5 text-[.8rem] flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path d="M16.2607 8.08202L14.468 6.28928C14.3063 6.12804 14.0873 6.03749 13.859 6.03749C13.6307 6.03749 13.4117 6.12804 13.25 6.28928L5.6375 13.904V16.9125H8.64607L16.2607 9.30002C16.422 9.13836 16.5125 8.91935 16.5125 8.69102C16.5125 8.4627 16.422 8.24369 16.2607 8.08202V8.08202ZM8.1953 15.825H6.725V14.3547L11.858 9.22118L13.3288 10.6915L8.1953 15.825ZM14.0982 9.92262L12.6279 8.45232L13.8606 7.21964L15.3309 8.68994L14.0982 9.92262Z"></path><path d="M6.18125 9.84373H7.26875V6.03748H8.9V4.94998H4.55V6.03748H6.18125V9.84373Z"></path><path d="M4.55 11.475H2.375V2.775H11.075V4.95H12.1625V2.775C12.1625 2.48658 12.0479 2.20997 11.844 2.00602C11.64 1.80208 11.3634 1.6875 11.075 1.6875H2.375C2.08658 1.6875 1.80997 1.80208 1.60602 2.00602C1.40207 2.20997 1.2875 2.48658 1.2875 2.775V11.475C1.2875 11.7634 1.40207 12.04 1.60602 12.244C1.80997 12.4479 2.08658 12.5625 2.375 12.5625H4.55V11.475Z"></path></svg> Text Generation <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2025-01-12T02:02:22" title="Sun, 12 Jan 2025 02:02:22 GMT">Jan 12</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 448k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="-mx-[2px] flex-none" title="Inference Providers available"><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" class="text-orange-300 dark:text-gray-400 " width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path d="M11 15H6l7-14v8h5l-7 14v-8z" fill="currentColor"></path></svg></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 1.75k </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> Text generation model used to write code. </p> </div><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/deepseek-ai/DeepSeek-R1"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="deepseek-ai/DeepSeek-R1"><img alt="" class="w-3.5 h-3.5 rounded-sm mr-1.5 flex-none flex-none" src="https://cdn-avatars.huggingface.co/v1/production/uploads/6538815d1bdb3c40db94fbfa/xMBly9PUMphrFVMxLX4kq.png" crossorigin="anonymous"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd">deepseek-ai/DeepSeek-R1</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="mr-1.5 text-[.8rem] flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path d="M16.2607 8.08202L14.468 6.28928C14.3063 6.12804 14.0873 6.03749 13.859 6.03749C13.6307 6.03749 13.4117 6.12804 13.25 6.28928L5.6375 13.904V16.9125H8.64607L16.2607 9.30002C16.422 9.13836 16.5125 8.91935 16.5125 8.69102C16.5125 8.4627 16.422 8.24369 16.2607 8.08202V8.08202ZM8.1953 15.825H6.725V14.3547L11.858 9.22118L13.3288 10.6915L8.1953 15.825ZM14.0982 9.92262L12.6279 8.45232L13.8606 7.21964L15.3309 8.68994L14.0982 9.92262Z"></path><path d="M6.18125 9.84373H7.26875V6.03748H8.9V4.94998H4.55V6.03748H6.18125V9.84373Z"></path><path d="M4.55 11.475H2.375V2.775H11.075V4.95H12.1625V2.775C12.1625 2.48658 12.0479 2.20997 11.844 2.00602C11.64 1.80208 11.3634 1.6875 11.075 1.6875H2.375C2.08658 1.6875 1.80997 1.80208 1.60602 2.00602C1.40207 2.20997 1.2875 2.48658 1.2875 2.775V11.475C1.2875 11.7634 1.40207 12.04 1.60602 12.244C1.80997 12.4479 2.08658 12.5625 2.375 12.5625H4.55V11.475Z"></path></svg> Text Generation <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2025-03-27T04:01:59" title="Thu, 27 Mar 2025 04:01:59 GMT">5 days ago</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 1.32M <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="-mx-[2px] flex-none" title="Inference Providers available"><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" class="text-orange-300 dark:text-gray-400 " width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path d="M11 15H6l7-14v8h5l-7 14v-8z" fill="currentColor"></path></svg></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 11.7k </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> Powerful reasoning based open large language model. </p> </div></div> </section> <section class="shadow-alternate-sm rounded-xl border border-gray-100 px-4 pb-4 pt-3 "><div class="mb-1.5 flex items-center whitespace-nowrap font-semibold text-gray-800 lg:text-lg"><svg class="mr-1.5 flex-none text-red-400" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 25 25"><ellipse cx="12.5" cy="5" fill="currentColor" fill-opacity="0.25" rx="7.5" ry="2"></ellipse><path d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z" fill="currentColor" opacity="0.5"></path><path d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z" fill="currentColor" opacity="0.5"></path><path d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z" fill="currentColor"></path></svg> <div class="truncate">Datasets for Text Generation</div> <a class="btn ml-4 text-sm font-normal" href="/datasets?task_categories=task_categories:text-generation">Browse Datasets (8,785)</a> </div> <div class="mt-4 space-y-4"><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/datasets/CohereForAI/Global-MMLU"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="CohereForAI/Global-MMLU"><svg class="mr-1 text-gray-400 group/repo-hover:text-red-500 flex-none -ml-0.5" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 25 25"><ellipse cx="12.5" cy="5" fill="currentColor" fill-opacity="0.25" rx="7.5" ry="2"></ellipse><path d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z" fill="currentColor" opacity="0.5"></path><path d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z" fill="currentColor" opacity="0.5"></path><path d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z" fill="currentColor"></path></svg> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-red-600 text-smd">CohereForAI/Global-MMLU</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill="currentColor" d="M2.5 2h7a1 1 0 0 1 1 1v6a1 1 0 0 1-1 1h-7a1 1 0 0 1-1-1V3a1 1 0 0 1 1-1Zm0 2v2h3V4h-3Zm4 0v2h3V4h-3Zm-4 3v2h3V7h-3Zm4 0v2h3V7h-3Z"></path></svg> Viewer <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2025-03-20T19:47:13" title="Thu, 20 Mar 2025 19:47:13 GMT">11 days ago</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none text-gray-400 mr-1 w-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.84 2.7H2.16a.3.3 0 0 0-.3.3v1.421h8.28V3a.3.3 0 0 0-.3-.3ZM1.86 6.879V5.12h8.28V6.88H1.86Zm0 .7V9a.3.3 0 0 0 .3.3h7.68a.3.3 0 0 0 .3-.3V7.579H1.86ZM2.16 2a1 1 0 0 0-1 1v6a1 1 0 0 0 1 1h7.68a1 1 0 0 0 1-1V3a1 1 0 0 0-1-1H2.16Z"></path></svg> <span>602k</span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 19.2k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 116 </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> Multilingual dataset used to evaluate text generation models. </p> </div><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/datasets/HuggingFaceFW/fineweb-2"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="HuggingFaceFW/fineweb-2"><svg class="mr-1 text-gray-400 group/repo-hover:text-red-500 flex-none -ml-0.5" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 25 25"><ellipse cx="12.5" cy="5" fill="currentColor" fill-opacity="0.25" rx="7.5" ry="2"></ellipse><path d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z" fill="currentColor" opacity="0.5"></path><path d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z" fill="currentColor" opacity="0.5"></path><path d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z" fill="currentColor"></path></svg> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-red-600 text-smd">HuggingFaceFW/fineweb-2</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill="currentColor" d="M2.5 2h7a1 1 0 0 1 1 1v6a1 1 0 0 1-1 1h-7a1 1 0 0 1-1-1V3a1 1 0 0 1 1-1Zm0 2v2h3V4h-3Zm4 0v2h3V4h-3Zm-4 3v2h3V7h-3Zm4 0v2h3V7h-3Z"></path></svg> Viewer <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2025-01-08T20:21:42" title="Wed, 08 Jan 2025 20:21:42 GMT">Jan 8</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none text-gray-400 mr-1 w-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.84 2.7H2.16a.3.3 0 0 0-.3.3v1.421h8.28V3a.3.3 0 0 0-.3-.3ZM1.86 6.879V5.12h8.28V6.88H1.86Zm0 .7V9a.3.3 0 0 0 .3.3h7.68a.3.3 0 0 0 .3-.3V7.579H1.86ZM2.16 2a1 1 0 0 0-1 1v6a1 1 0 0 0 1 1h7.68a1 1 0 0 0 1-1V3a1 1 0 0 0-1-1H2.16Z"></path></svg> <span>12.5B</span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 54.3k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 450 </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> High quality multilingual data used to train text-generation models. </p> </div><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/datasets/HuggingFaceH4/ultrachat_200k"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="HuggingFaceH4/ultrachat_200k"><svg class="mr-1 text-gray-400 group/repo-hover:text-red-500 flex-none -ml-0.5" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 25 25"><ellipse cx="12.5" cy="5" fill="currentColor" fill-opacity="0.25" rx="7.5" ry="2"></ellipse><path d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z" fill="currentColor" opacity="0.5"></path><path d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z" fill="currentColor" opacity="0.5"></path><path d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z" fill="currentColor"></path></svg> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-red-600 text-smd">HuggingFaceH4/ultrachat_200k</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill="currentColor" d="M2.5 2h7a1 1 0 0 1 1 1v6a1 1 0 0 1-1 1h-7a1 1 0 0 1-1-1V3a1 1 0 0 1 1-1Zm0 2v2h3V4h-3Zm4 0v2h3V4h-3Zm-4 3v2h3V7h-3Zm4 0v2h3V7h-3Z"></path></svg> Viewer <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2024-10-16T11:52:27" title="Wed, 16 Oct 2024 11:52:27 GMT">Oct 16, 2024</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none text-gray-400 mr-1 w-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.84 2.7H2.16a.3.3 0 0 0-.3.3v1.421h8.28V3a.3.3 0 0 0-.3-.3ZM1.86 6.879V5.12h8.28V6.88H1.86Zm0 .7V9a.3.3 0 0 0 .3.3h7.68a.3.3 0 0 0 .3-.3V7.579H1.86ZM2.16 2a1 1 0 0 0-1 1v6a1 1 0 0 0 1 1h7.68a1 1 0 0 0 1-1V3a1 1 0 0 0-1-1H2.16Z"></path></svg> <span>515k</span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 18.6k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 524 </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> Truly open-source, curated and cleaned dialogue dataset. </p> </div><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/datasets/open-r1/OpenThoughts-114k-math"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="open-r1/OpenThoughts-114k-math"><svg class="mr-1 text-gray-400 group/repo-hover:text-red-500 flex-none -ml-0.5" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 25 25"><ellipse cx="12.5" cy="5" fill="currentColor" fill-opacity="0.25" rx="7.5" ry="2"></ellipse><path d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z" fill="currentColor" opacity="0.5"></path><path d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z" fill="currentColor" opacity="0.5"></path><path d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z" fill="currentColor"></path></svg> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-red-600 text-smd">open-r1/OpenThoughts-114k-math</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill="currentColor" d="M2.5 2h7a1 1 0 0 1 1 1v6a1 1 0 0 1-1 1h-7a1 1 0 0 1-1-1V3a1 1 0 0 1 1-1Zm0 2v2h3V4h-3Zm4 0v2h3V4h-3Zm-4 3v2h3V7h-3Zm4 0v2h3V7h-3Z"></path></svg> Viewer <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2025-01-30T11:05:51" title="Thu, 30 Jan 2025 11:05:51 GMT">Jan 30</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none text-gray-400 mr-1 w-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.84 2.7H2.16a.3.3 0 0 0-.3.3v1.421h8.28V3a.3.3 0 0 0-.3-.3ZM1.86 6.879V5.12h8.28V6.88H1.86Zm0 .7V9a.3.3 0 0 0 .3.3h7.68a.3.3 0 0 0 .3-.3V7.579H1.86ZM2.16 2a1 1 0 0 0-1 1v6a1 1 0 0 0 1 1h7.68a1 1 0 0 0 1-1V3a1 1 0 0 0-1-1H2.16Z"></path></svg> <span>89.1k</span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 1.25k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 75 </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> A reasoning dataset. </p> </div><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/datasets/allenai/tulu-3-sft-mixture"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="allenai/tulu-3-sft-mixture"><svg class="mr-1 text-gray-400 group/repo-hover:text-red-500 flex-none -ml-0.5" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 25 25"><ellipse cx="12.5" cy="5" fill="currentColor" fill-opacity="0.25" rx="7.5" ry="2"></ellipse><path d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z" fill="currentColor" opacity="0.5"></path><path d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z" fill="currentColor" opacity="0.5"></path><path d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z" fill="currentColor"></path></svg> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-red-600 text-smd">allenai/tulu-3-sft-mixture</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill="currentColor" d="M2.5 2h7a1 1 0 0 1 1 1v6a1 1 0 0 1-1 1h-7a1 1 0 0 1-1-1V3a1 1 0 0 1 1-1Zm0 2v2h3V4h-3Zm4 0v2h3V4h-3Zm-4 3v2h3V7h-3Zm4 0v2h3V7h-3Z"></path></svg> Viewer <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2024-12-02T19:48:33" title="Mon, 02 Dec 2024 19:48:33 GMT">Dec 2, 2024</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none text-gray-400 mr-1 w-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.84 2.7H2.16a.3.3 0 0 0-.3.3v1.421h8.28V3a.3.3 0 0 0-.3-.3ZM1.86 6.879V5.12h8.28V6.88H1.86Zm0 .7V9a.3.3 0 0 0 .3.3h7.68a.3.3 0 0 0 .3-.3V7.579H1.86ZM2.16 2a1 1 0 0 0-1 1v6a1 1 0 0 0 1 1h7.68a1 1 0 0 0 1-1V3a1 1 0 0 0-1-1H2.16Z"></path></svg> <span>939k</span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 5.36k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 123 </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> A multilingual instruction dataset with preference ratings on responses. </p> </div><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/datasets/HuggingFaceTB/smoltalk"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="HuggingFaceTB/smoltalk"><svg class="mr-1 text-gray-400 group/repo-hover:text-red-500 flex-none -ml-0.5" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 25 25"><ellipse cx="12.5" cy="5" fill="currentColor" fill-opacity="0.25" rx="7.5" ry="2"></ellipse><path d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z" fill="currentColor" opacity="0.5"></path><path d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z" fill="currentColor" opacity="0.5"></path><path d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z" fill="currentColor"></path></svg> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-red-600 text-smd">HuggingFaceTB/smoltalk</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill="currentColor" d="M2.5 2h7a1 1 0 0 1 1 1v6a1 1 0 0 1-1 1h-7a1 1 0 0 1-1-1V3a1 1 0 0 1 1-1Zm0 2v2h3V4h-3Zm4 0v2h3V4h-3Zm-4 3v2h3V7h-3Zm4 0v2h3V7h-3Z"></path></svg> Viewer <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2025-02-10T16:36:16" title="Mon, 10 Feb 2025 16:36:16 GMT">Feb 10</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none text-gray-400 mr-1 w-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.84 2.7H2.16a.3.3 0 0 0-.3.3v1.421h8.28V3a.3.3 0 0 0-.3-.3ZM1.86 6.879V5.12h8.28V6.88H1.86Zm0 .7V9a.3.3 0 0 0 .3.3h7.68a.3.3 0 0 0 .3-.3V7.579H1.86ZM2.16 2a1 1 0 0 0-1 1v6a1 1 0 0 0 1 1h7.68a1 1 0 0 0 1-1V3a1 1 0 0 0-1-1H2.16Z"></path></svg> <span>2.2M</span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 7.71k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 317 </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> A large synthetic dataset for alignment of text generation models. </p> </div><div><div class="mb-2 overflow-hidden"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/datasets/HuggingFaceTB/finemath"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="HuggingFaceTB/finemath"><svg class="mr-1 text-gray-400 group/repo-hover:text-red-500 flex-none -ml-0.5" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 25 25"><ellipse cx="12.5" cy="5" fill="currentColor" fill-opacity="0.25" rx="7.5" ry="2"></ellipse><path d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z" fill="currentColor" opacity="0.5"></path><path d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z" fill="currentColor" opacity="0.5"></path><path d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z" fill="currentColor"></path></svg> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-red-600 text-smd">HuggingFaceTB/finemath</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill="currentColor" d="M2.5 2h7a1 1 0 0 1 1 1v6a1 1 0 0 1-1 1h-7a1 1 0 0 1-1-1V3a1 1 0 0 1 1-1Zm0 2v2h3V4h-3Zm4 0v2h3V4h-3Zm-4 3v2h3V7h-3Zm4 0v2h3V7h-3Z"></path></svg> Viewer <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2025-02-06T10:31:11" title="Thu, 06 Feb 2025 10:31:11 GMT">Feb 6</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none text-gray-400 mr-1 w-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.84 2.7H2.16a.3.3 0 0 0-.3.3v1.421h8.28V3a.3.3 0 0 0-.3-.3ZM1.86 6.879V5.12h8.28V6.88H1.86Zm0 .7V9a.3.3 0 0 0 .3.3h7.68a.3.3 0 0 0 .3-.3V7.579H1.86ZM2.16 2a1 1 0 0 0-1 1v6a1 1 0 0 0 1 1h7.68a1 1 0 0 0 1-1V3a1 1 0 0 0-1-1H2.16Z"></path></svg> <span>48.3M</span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 9.34k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 299 </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> A dataset made for training text generation models solving math questions. </p> </div></div> </section> <section class="shadow-alternate-sm rounded-xl border border-gray-100 px-4 pb-4 pt-3 "><div class="mb-1.5 flex items-center whitespace-nowrap font-semibold text-gray-800 lg:text-lg"><svg class="mr-1.5 flex-none " xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M7.80914 18.7462V24.1907H13.2536V18.7462H7.80914Z" fill="#FF3270"></path><path d="M18.7458 18.7462V24.1907H24.1903V18.7462H18.7458Z" fill="#861FFF"></path><path d="M7.80914 7.80982V13.2543H13.2536V7.80982H7.80914Z" fill="#097EFF"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M4 6.41775C4 5.08246 5.08246 4 6.41775 4H14.6457C15.7626 4 16.7026 4.75724 16.9802 5.78629C18.1505 4.67902 19.7302 4 21.4685 4C25.0758 4 28.0003 6.92436 28.0003 10.5317C28.0003 12.27 27.3212 13.8497 26.2139 15.02C27.243 15.2977 28.0003 16.2376 28.0003 17.3545V25.5824C28.0003 26.9177 26.9177 28.0003 25.5824 28.0003H17.0635H14.9367H6.41775C5.08246 28.0003 4 26.9177 4 25.5824V15.1587V14.9367V6.41775ZM7.80952 7.80952V13.254H13.254V7.80952H7.80952ZM7.80952 24.1907V18.7462H13.254V24.1907H7.80952ZM18.7462 24.1907V18.7462H24.1907V24.1907H18.7462ZM18.7462 10.5317C18.7462 9.0283 19.9651 7.80952 21.4685 7.80952C22.9719 7.80952 24.1907 9.0283 24.1907 10.5317C24.1907 12.0352 22.9719 13.254 21.4685 13.254C19.9651 13.254 18.7462 12.0352 18.7462 10.5317Z" fill="black"></path><path d="M21.4681 7.80982C19.9647 7.80982 18.7458 9.02861 18.7458 10.5321C18.7458 12.0355 19.9647 13.2543 21.4681 13.2543C22.9715 13.2543 24.1903 12.0355 24.1903 10.5321C24.1903 9.02861 22.9715 7.80982 21.4681 7.80982Z" fill="#FFD702"></path></svg> Spaces using Text Generation </div> <div class="mt-3 space-y-3"><div><div class="mb-2"><a href="/spaces/open-llm-leaderboard/open_llm_leaderboard" class="flex min-w-0 items-center whitespace-nowrap rounded-lg border border-gray-100 px-2 text-xs leading-relaxed text-gray-500 shadow-sm hover:text-gray-800 dark:hover:text-gray-200 md:text-sm md:leading-relaxed inline-flex"><div class="mr-2 flex-none text-[0.6rem]">🏆</div> <div class="truncate group-hover:underline">open-llm-leaderboard/open_llm_leaderboard</div></a></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> A leaderboard to compare different open-source text generation models based on various benchmarks. </p> </div><div><div class="mb-2"><a href="/spaces/logikon/open_cot_leaderboard" class="flex min-w-0 items-center whitespace-nowrap rounded-lg border border-gray-100 px-2 text-xs leading-relaxed text-gray-500 shadow-sm hover:text-gray-800 dark:hover:text-gray-200 md:text-sm md:leading-relaxed inline-flex"><div class="mr-2 flex-none text-[0.6rem]">🥇</div> <div class="truncate group-hover:underline">logikon/open_cot_leaderboard</div></a></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> A leaderboard for comparing chain-of-thought performance of models. </p> </div><div><div class="mb-2"><a href="/spaces/ysharma/Explore_llamav2_with_TGI" class="flex min-w-0 items-center whitespace-nowrap rounded-lg border border-gray-100 px-2 text-xs leading-relaxed text-gray-500 shadow-sm hover:text-gray-800 dark:hover:text-gray-200 md:text-sm md:leading-relaxed opacity-40 inline-flex"><div class="mr-2 flex-none text-[0.6rem]">💻</div> <div class="truncate group-hover:underline">ysharma/Explore_llamav2_with_TGI</div></a></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> An text generation based application based on a very powerful LLaMA2 model. </p> </div><div><div class="mb-2"><a href="/spaces/HuggingFaceH4/zephyr-chat" class="flex min-w-0 items-center whitespace-nowrap rounded-lg border border-gray-100 px-2 text-xs leading-relaxed text-gray-500 shadow-sm hover:text-gray-800 dark:hover:text-gray-200 md:text-sm md:leading-relaxed opacity-40 inline-flex"><div class="mr-2 flex-none text-[0.6rem]">🪁</div> <div class="truncate group-hover:underline">HuggingFaceH4/zephyr-chat</div></a></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> An text generation based application to converse with Zephyr model. </p> </div><div><div class="mb-2"><a href="/spaces/mlabonne/phixtral-chat" class="flex min-w-0 items-center whitespace-nowrap rounded-lg border border-gray-100 px-2 text-xs leading-relaxed text-gray-500 shadow-sm hover:text-gray-800 dark:hover:text-gray-200 md:text-sm md:leading-relaxed opacity-40 inline-flex"><div class="mr-2 flex-none text-[0.6rem]">🔀</div> <div class="truncate group-hover:underline">mlabonne/phixtral-chat</div></a></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded-sm bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> An chatbot to converse with a very powerful text generation model. </p> </div></div> </section> <section class="shadow-alternate-sm rounded-xl border border-gray-100 px-4 pb-4 pt-3 "><div class="mb-1.5 flex items-center whitespace-nowrap font-semibold text-gray-800 lg:text-lg"><svg class="mr-1.5 flex-none text-green-400" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path class="uim-quaternary" d="M6 23H2a1 1 0 0 1-1-1v-8a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v8a1 1 0 0 1-1 1z" opacity=".25" fill="currentColor"></path><path class="uim-primary" d="M14 23h-4a1 1 0 0 1-1-1V2a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v20a1 1 0 0 1-1 1z" fill="currentColor"></path><path class="uim-tertiary" d="M22 23h-4a1 1 0 0 1-1-1V10a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v12a1 1 0 0 1-1 1z" opacity=".5" fill="currentColor"></path></svg> Metrics for Text Generation </div> <div class="mt-3 space-y-3"><dl class="flex items-center rounded-lg border border-gray-100"><details class="flex-1"><summary class="cursor-pointer p-3"><dt class="inline-flex cursor-pointer items-center font-semibold text-gray-800">Cross Entropy </dt></summary> <dd class="px-3 pb-3 text-gray-500">Cross Entropy is a metric that calculates the difference between two probability distributions. Each probability distribution is the distribution of predicted words</dd> </details></dl><dl class="flex items-center rounded-lg border border-gray-100"><details class="flex-1"><summary class="cursor-pointer p-3"><dt class="inline-flex cursor-pointer items-center font-semibold text-gray-800">Perplexity </dt></summary> <dd class="px-3 pb-3 text-gray-500">The Perplexity metric is the exponential of the cross-entropy loss. It evaluates the probabilities assigned to the next word by the model. Lower perplexity indicates better performance</dd> </details></dl></div> </section></div></div></main> <footer class="b-12 mb-2 flex border-t border-gray-100 md:h-14"><nav class="container relative flex flex-col justify-between space-y-2 py-6 text-gray-500 max-md:*:self-start md:flex-row md:items-center md:space-y-0 md:py-0 md:text-sm"><div class="SVELTE_HYDRATER contents" data-target="ThemeSwitcher" data-props="{"theme":"system","isLoggedIn":false,"menuClassNames":"md:-top-24","classNames":"max-md:mb-5 max-md:*:self-start"}"> <div class="relative inline-block max-md:mb-5 max-md:*:self-start"> <button class="rounded-full border border-gray-100 pl-2 py-1 pr-2.5 flex items-center text-sm text-gray-500 bg-white hover:bg-purple-50 hover:border-purple-200 dark:hover:bg-gray-800 dark:hover:border-gray-950 dark:border-gray-800 " type="button"> <svg class="mr-1.5 text-gray-500" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" 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