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Translation?", "acceptedAnswer": { "@type": "Answer", "text": "The transformersand transformers.js libraries are compatible with Translation." } }, { "@type": "Question", "name": "What models can I use for Translation?", "acceptedAnswer": { "@type": "Answer", "text": "The facebook\/nllb-200-1.3Band google-t5\/t5-base models can be used for Translation." } }, { "@type": "Question", "name": "What datasets can I use for Translation?", "acceptedAnswer": { "@type": "Answer", "text": "The Helsinki-NLP\/opus_booksand google\/code_x_glue_cc_code_to_code_trans datasets can be used for Translation." } }, { "@type": "Question", "name": "What metrics can I use for Translation?", "acceptedAnswer": { "@type": "Answer", "text": "The bleuand sacrebleu metrics can be used for Translation." } } ] }</script> <title>What is Translation? - Hugging Face</title> <script defer data-domain="huggingface.co" event-loggedIn="false" src="/js/script.pageview-props.js" ></script> <script> window.plausible = 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class="flex-none space-y-12 pt-6 md:pt-12 lg:col-span-7 2xl:pr-16"><section class="max-w-2xl"><a href="/tasks" class="mb-1 flex items-center text-gray-400 hover:underline"><svg class="mr-1.5 text-sm text-gray-300" 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="M10 16L20 6l1.4 1.4l-8.6 8.6l8.6 8.6L20 26z" fill="currentColor"></path></svg> Tasks</a> <div class="mb-8 flex items-center"><svg class="text-3xl mr-2.5 text-green-400" 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="M15.7435 16.3688H16.9125L13.65 8.21251H12.3722L9.1097 16.3688H10.2788L11.1488 14.1938H14.8735L15.7435 16.3688ZM11.5838 13.1063L13.0084 9.53926L14.4385 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font-semibold text-blue-500">Inputs</div> <div><h6 class="font-semibold">Input</h6> <p class="text-gray-500">My name is Omar and I live in Zürich.</p></div></div> <div class="relative flex min-h-[150px] items-center justify-center space-y-2 rounded-xl bg-gradient-to-br p-8 dark:from-gray-800 md:col-span-3 from-green-100"><svg class="z-10 absolute top-0 -left-14 hidden md:block text-green-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-uyhjf1htb"><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 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24.601Z" fill="url(#linear-gradient-t9uxq73d2)"></path></svg> <svg class="z-10 absolute -top-9 md:hidden text-green-300" width="19" height="47" viewBox="0 0 19 47" fill="none" xmlns="http://www.w3.org/2000/svg"><defs><linearGradient id="linear-gradient-dxo1dzu8c" 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-dxo1dzu8c)"></path></svg> <svg class="z-10 absolute -bottom-9 md:hidden text-green-100" width="19" height="47" viewBox="0 0 19 47" fill="none" xmlns="http://www.w3.org/2000/svg"><defs><linearGradient id="linear-gradient-1u78pssur" 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-1u78pssur)"></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-green-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">Translation Model </div></div> <div class="relative space-y-2 rounded-xl bg-gradient-to-br 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">Mein Name ist Omar und ich wohne in Zürich.</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 Translation</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/1JvfrvZgi6c" title="Translation" width="100%"></iframe></div> <div class="prose-doc prose"><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> <p>You can find over a thousand Translation models on the Hub, but sometimes you might not find a model for the language pair you are interested in. When this happen, you can use a pretrained multilingual Translation model like <a href="https://huggingface.co/facebook/mbart-large-cc25">mBART</a> and further train it on your own data in a process called fine-tuning.</p> <h3 class="relative group flex items-center"> <a id="multilingual-conversational-agents" 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="#multilingual-conversational-agents" > <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> Multilingual conversational agents </span> </h3> <p>Translation models can be used to build conversational agents across different languages. This can be done in two ways.</p> <ul> <li><strong>Translate the dataset to a new language.</strong> You can translate a dataset of intents (inputs) and responses to the target language. You can then train a new intent classification model with this new dataset. This allows you to proofread responses in the target language and have better control of the chatbot's outputs.</li> </ul> <ul> <li><strong>Translate the input and output of the agent.</strong> You can use a Translation model in user inputs so that the chatbot can process it. You can then translate the output of the chatbot into the language of the user. This approach might be less reliable as the chatbot will generate responses that were not defined before.</li> </ul> <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 with the <code>translation_xx_to_yy</code> pattern where xx is the source language code and yy is the target language code. The default model for the pipeline is <a href="https://huggingface.co/t5-base">t5-base</a> which under the hood adds a task prefix indicating the task itself, e.g. “translate: English to French”.</p> <pre><code class="language-python"><span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline en_fr_translator = pipeline(<span class="hljs-string">"translation_en_to_fr"</span>) en_fr_translator(<span class="hljs-string">"How old are you?"</span>) <span class="hljs-comment">## [{'translation_text': ' quel âge êtes-vous?'}]</span> </code></pre> <p>If you’d like to use a specific model checkpoint that is from one specific language to another, you can also directly use the <code>translation</code> pipeline.</p> <pre><code class="language-python"><span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline model_checkpoint = <span class="hljs-string">"Helsinki-NLP/opus-mt-en-fr"</span> translator = pipeline(<span class="hljs-string">"translation"</span>, model=model_checkpoint) translator(<span class="hljs-string">"How are you?"</span>) <span class="hljs-comment"># [{'translation_text': 'Comment allez-vous ?'}]</span> </code></pre> <p>You can use <a href="https://github.com/huggingface/huggingface.js">huggingface.js</a> to infer translation models on Hugging Face Hub.</p> <pre><code class="language-javascript"><span class="hljs-keyword">import</span> { <span class="hljs-title class_">HfInference</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_">HfInference</span>(<span class="hljs-variable constant_">HF_TOKEN</span>); <span class="hljs-keyword">await</span> inference.<span class="hljs-title function_">translation</span>({ <span class="hljs-attr">model</span>: <span class="hljs-string">"t5-base"</span>, <span class="hljs-attr">inputs</span>: <span class="hljs-string">"My name is Wolfgang and I live in Berlin"</span>, }); </code></pre> <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 Translation? Great! Here you can find some curated resources that you may find helpful!</p> <ul> <li><a href="https://huggingface.co/course/chapter7/4?fw=pt">Course Chapter on Translation</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/translation.ipynb">PyTorch</a></li> <li><a href="https://github.com/huggingface/notebooks/blob/master/examples/translation-tf.ipynb">TensorFlow</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/translation">PyTorch</a></li> <li><a href="https://github.com/huggingface/transformers/tree/main/examples/tensorflow/translation">TensorFlow</a></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/transformers/tasks/translation">Translation task guide</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="flex flex-wrap items-center justify-center whitespace-nowrap rounded-lg border-gray-100 bg-gradient-to-r from-indigo-100 to-pink-100 px-4 py-2 text-center text-sm text-gray-700 hover:to-pink-200 hover:text-gray-900 dark:from-gray-900 dark:to-gray-925 dark:hover:text-gray-200" href="https://ui.endpoints.huggingface.co/new?repository=facebook/mbart-large-50-many-to-many-mmt" target="_blank">Deploy on <svg class="mx-1 inline flex-none" width="1em" height="1em" viewBox="0 0 74 75" fill="none" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M46.6517 14.9309C48.2799 11.0495 45.4292 6.76251 41.2202 6.76251H24.1817C19.8066 6.76251 15.9021 9.50789 14.4218 13.6249L8.51785 30.0453C6.77792 34.8844 6.77792 40.1785 8.51785 45.0177L14.4218 61.438C15.9021 65.5551 19.8066 68.3004 24.1817 68.3004H41.2202C45.4292 68.3004 48.2799 64.0134 46.6517 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=translation"><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 3.2 65.74 65.74 0 0 1-7.56 2.65 46.67 46.67 0 0 1-11.42 1.68c-5.42.05-10.09-1.23-13.4-4.5a40.4 40.4 0 0 1-10.14.03c-3.34 3.25-7.99 4.52-13.39 4.47a46.82 46.82 0 0 1-11.43-1.68 66.37 66.37 0 0 1-7.55-2.65c-2.28-.98-4.17-2-5.68-3.2a10.5 10.5 0 0 1-3.02-3.6c-.99-2-1.18-4.3-.42-6.46a8.54 8.54 0 0 1-.33-5.63c.25-.95.66-1.83 1.18-2.61a8.67 8.67 0 0 1 2.1-8.47 8.23 8.23 0 0 1 2.82-2.07 41.75 41.75 0 1 1 81.3-.12 8.27 8.27 0 0 1 3.11 2.19 8.7 8.7 0 0 1 2.1 8.47c.52.78.93 1.66 1.18 2.61a8.61 8.61 0 0 1-.32 5.63Z"></path><path fill="#FFD21E" d="M47.21 76.5a34.75 34.75 0 1 0 0-69.5 34.75 34.75 0 0 0 0 69.5Z"></path><path fill="#FF9D0B" d="M81.96 41.75a34.75 34.75 0 1 0-69.5 0 34.75 34.75 0 0 0 69.5 0Zm-73.5 0a38.75 38.75 0 1 1 77.5 0 38.75 38.75 0 0 1-77.5 0Z"></path><path fill="#3A3B45" d="M58.5 32.3c1.28.44 1.78 3.06 3.07 2.38a5 5 0 1 0-6.76-2.07c.61 1.15 2.55-.72 3.7-.32ZM34.95 32.3c-1.28.44-1.79 3.06-3.07 2.38a5 5 0 1 1 6.76-2.07c-.61 1.15-2.56-.72-3.7-.32Z"></path><path fill="#FF323D" d="M46.96 56.29c9.83 0 13-8.76 13-13.26 0-2.34-1.57-1.6-4.09-.36-2.33 1.15-5.46 2.74-8.9 2.74-7.19 0-13-6.88-13-2.38s3.16 13.26 13 13.26Z"></path><path fill="#3A3B45" fill-rule="evenodd" d="M39.43 54a8.7 8.7 0 0 1 5.3-4.49c.4-.12.81.57 1.24 1.28.4.68.82 1.37 1.24 1.37.45 0 .9-.68 1.33-1.35.45-.7.89-1.38 1.32-1.25a8.61 8.61 0 0 1 5 4.17c3.73-2.94 5.1-7.74 5.1-10.7 0-2.34-1.57-1.6-4.09-.36l-.14.07c-2.31 1.15-5.39 2.67-8.77 2.67s-6.45-1.52-8.77-2.67c-2.6-1.29-4.23-2.1-4.23.29 0 3.05 1.46 8.06 5.47 10.97Z" clip-rule="evenodd"></path><path fill="#FF9D0B" d="M70.71 37a3.25 3.25 0 1 0 0-6.5 3.25 3.25 0 0 0 0 6.5ZM24.21 37a3.25 3.25 0 1 0 0-6.5 3.25 3.25 0 0 0 0 6.5ZM17.52 48c-1.62 0-3.06.66-4.07 1.87a5.97 5.97 0 0 0-1.33 3.76 7.1 7.1 0 0 0-1.94-.3c-1.55 0-2.95.59-3.94 1.66a5.8 5.8 0 0 0-.8 7 5.3 5.3 0 0 0-1.79 2.82c-.24.9-.48 2.8.8 4.74a5.22 5.22 0 0 0-.37 5.02c1.02 2.32 3.57 4.14 8.52 6.1 3.07 1.22 5.89 2 5.91 2.01a44.33 44.33 0 0 0 10.93 1.6c5.86 0 10.05-1.8 12.46-5.34 3.88-5.69 3.33-10.9-1.7-15.92-2.77-2.78-4.62-6.87-5-7.77-.78-2.66-2.84-5.62-6.25-5.62a5.7 5.7 0 0 0-4.6 2.46c-1-1.26-1.98-2.25-2.86-2.82A7.4 7.4 0 0 0 17.52 48Zm0 4c.51 0 1.14.22 1.82.65 2.14 1.36 6.25 8.43 7.76 11.18.5.92 1.37 1.31 2.14 1.31 1.55 0 2.75-1.53.15-3.48-3.92-2.93-2.55-7.72-.68-8.01.08-.02.17-.02.24-.02 1.7 0 2.45 2.93 2.45 2.93s2.2 5.52 5.98 9.3c3.77 3.77 3.97 6.8 1.22 10.83-1.88 2.75-5.47 3.58-9.16 3.58-3.81 0-7.73-.9-9.92-1.46-.11-.03-13.45-3.8-11.76-7 .28-.54.75-.76 1.34-.76 2.38 0 6.7 3.54 8.57 3.54.41 0 .7-.17.83-.6.79-2.85-12.06-4.05-10.98-8.17.2-.73.71-1.02 1.44-1.02 3.14 0 10.2 5.53 11.68 5.53.11 0 .2-.03.24-.1.74-1.2.33-2.04-4.9-5.2-5.21-3.16-8.88-5.06-6.8-7.33.24-.26.58-.38 1-.38 3.17 0 10.66 6.82 10.66 6.82s2.02 2.1 3.25 2.1c.28 0 .52-.1.68-.38.86-1.46-8.06-8.22-8.56-11.01-.34-1.9.24-2.85 1.31-2.85Z"></path><path fill="#FFD21E" d="M38.6 76.69c2.75-4.04 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1.36-6.25 8.43-7.76 11.18a2.43 2.43 0 0 1-2.14 1.31c-1.54 0-2.75-1.53-.14-3.48 3.91-2.93 2.54-7.72.67-8.01a1.54 1.54 0 0 0-.24-.02c-1.7 0-2.45 2.93-2.45 2.93s-2.2 5.52-5.97 9.3c-3.78 3.77-3.98 6.8-1.22 10.83 1.87 2.75 5.47 3.58 9.15 3.58 3.82 0 7.73-.9 9.93-1.46.1-.03 13.45-3.8 11.76-7-.29-.54-.75-.76-1.34-.76-2.38 0-6.71 3.54-8.57 3.54-.42 0-.71-.17-.83-.6-.8-2.85 12.05-4.05 10.97-8.17-.19-.73-.7-1.02-1.44-1.02-3.14 0-10.2 5.53-11.68 5.53-.1 0-.19-.03-.23-.1-.74-1.2-.34-2.04 4.88-5.2 5.23-3.16 8.9-5.06 6.8-7.33-.23-.26-.57-.38-.98-.38-3.18 0-10.67 6.82-10.67 6.82s-2.02 2.1-3.24 2.1a.74.74 0 0 1-.68-.38c-.87-1.46 8.05-8.22 8.55-11.01.34-1.9-.24-2.85-1.31-2.85Z"></path><path fill="#FFD21E" d="M56.33 76.69c-2.75-4.04-2.56-7.07 1.22-10.84 3.77-3.77 5.97-9.3 5.97-9.3s.82-3.2 2.7-2.9c1.86.3 3.23 5.08-.68 8.01-3.92 2.93.78 4.92 2.28 2.17 1.51-2.75 5.63-9.82 7.76-11.18 2.13-1.35 3.64-.6 3.13 2.2-.5 2.79-9.42 9.55-8.55 11 .86 1.47 3.92-1.71 3.92-1.71s9.58-8.71 11.66-6.44c2.08 2.27-1.58 4.17-6.8 7.33-5.23 3.16-5.63 4-4.9 5.2.75 1.2 12.28-8.53 13.36-4.4 1.08 4.11-11.76 5.3-10.97 8.15.8 2.85 9.05-5.38 10.74-2.18 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=translation"><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 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 xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" class="mr-1.5 flex-none text-yellow-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> Translation demo</div> <div class="flex space-x-1.5 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="/facebook/mbart-large-50-many-to-many-mmt">facebook/mbart-large-50-many-to-many-mmt </a></div> <div class="flex w-full flex-1"><div class="SVELTE_HYDRATER contents" data-target="InferenceWidget" data-props="{"apiUrl":"https://api-inference.huggingface.co","model":{"author":"facebook","cardData":{"language":["multilingual","ar","cs","de","en","es","et","fi","fr","gu","hi","it","ja","kk","ko","lt","lv","my","ne","nl","ro","ru","si","tr","vi","zh","af","az","bn","fa","he","hr","id","ka","km","mk","ml","mn","mr","pl","ps","pt","sv","sw","ta","te","th","tl","uk","ur","xh","gl","sl"],"tags":["mbart-50"],"pipeline_tag":"translation"},"cardExists":true,"config":{"architectures":["MBartForConditionalGeneration"],"model_type":"mbart","tokenizer_config":{"eos_token":"</s>","unk_token":"<unk>","sep_token":"</s>","cls_token":"<s>","pad_token":"<pad>","mask_token":{"content":"<mask>","single_word":false,"lstrip":true,"rstrip":false,"normalized":true,"__type":"AddedToken"},"bos_token":"<s>"}},"createdAt":"2022-03-02T23:29:05.000Z","discussionsDisabled":false,"downloads":648772,"downloadsAllTime":4870545,"id":"facebook/mbart-large-50-many-to-many-mmt","isLikedByUser":false,"inference":"cold","lastModified":"2023-09-28T16:42:59.000Z","likes":302,"pipeline_tag":"translation","library_name":"transformers","librariesOther":[],"trackDownloads":true,"model-index":null,"private":false,"repoType":"model","gated":false,"tags":["transformers","pytorch","tf","jax","rust","safetensors","mbart","text2text-generation","mbart-50","translation","multilingual","ar","cs","de","en","es","et","fi","fr","gu","hi","it","ja","kk","ko","lt","lv","my","ne","nl","ro","ru","si","tr","vi","zh","af","az","bn","fa","he","hr","id","ka","km","mk","ml","mn","mr","pl","ps","pt","sv","sw","ta","te","th","tl","uk","ur","xh","gl","sl","arxiv:2008.00401","autotrain_compatible","endpoints_compatible","region:us"],"tag_objs":[{"id":"translation","label":"Translation","type":"pipeline_tag","subType":"nlp"},{"id":"transformers","label":"Transformers","type":"library"},{"id":"pytorch","label":"PyTorch","type":"library"},{"id":"tf","label":"TensorFlow","type":"library"},{"id":"jax","label":"JAX","type":"library"},{"id":"rust","label":"Rust","type":"library"},{"id":"safetensors","label":"Safetensors","type":"library"},{"id":"multilingual","label":"multilingual","type":"language"},{"id":"ar","label":"Arabic","type":"language"},{"id":"cs","label":"Czech","type":"language"},{"id":"de","label":"German","type":"language"},{"id":"en","label":"English","type":"language"},{"id":"es","label":"Spanish","type":"language"},{"id":"et","label":"Estonian","type":"language"},{"id":"fi","label":"Finnish","type":"language"},{"id":"fr","label":"French","type":"language"},{"id":"gu","label":"Gujarati","type":"language"},{"id":"hi","label":"Hindi","type":"language"},{"id":"it","label":"Italian","type":"language"},{"id":"ja","label":"Japanese","type":"language"},{"id":"kk","label":"Kazakh","type":"language"},{"id":"ko","label":"Korean","type":"language"},{"id":"lt","label":"Lithuanian","type":"language"},{"id":"lv","label":"Latvian","type":"language"},{"id":"my","label":"Burmese","type":"language"},{"id":"ne","label":"Nepali","type":"language"},{"id":"nl","label":"Dutch","type":"language"},{"id":"ro","label":"Romanian","type":"language"},{"id":"ru","label":"Russian","type":"language"},{"id":"si","label":"Sinhala","type":"language"},{"id":"tr","label":"Turkish","type":"language"},{"id":"vi","label":"Vietnamese","type":"language"},{"id":"zh","label":"Chinese","type":"language"},{"id":"af","label":"Afrikaans","type":"language"},{"id":"az","label":"Azerbaijani","type":"language"},{"id":"bn","label":"Bengali","type":"language"},{"id":"fa","label":"Persian","type":"language"},{"id":"he","label":"Hebrew","type":"language"},{"id":"hr","label":"Croatian","type":"language"},{"id":"id","label":"Indonesian","type":"language"},{"id":"ka","label":"Georgian","type":"language"},{"id":"km","label":"Khmer","type":"language"},{"id":"mk","label":"Macedonian","type":"language"},{"id":"ml","label":"Malayalam","type":"language"},{"id":"mn","label":"Mongolian","type":"language"},{"id":"mr","label":"Marathi","type":"language"},{"id":"pl","label":"Polish","type":"language"},{"id":"ps","label":"Pashto","type":"language"},{"id":"pt","label":"Portuguese","type":"language"},{"id":"sv","label":"Swedish","type":"language"},{"id":"sw","label":"Swahili","type":"language"},{"id":"ta","label":"Tamil","type":"language"},{"id":"te","label":"Telugu","type":"language"},{"id":"th","label":"Thai","type":"language"},{"id":"tl","label":"Tagalog","type":"language"},{"id":"uk","label":"Ukrainian","type":"language"},{"id":"ur","label":"Urdu","type":"language"},{"id":"xh","label":"Xhosa","type":"language"},{"id":"gl","label":"Galician","type":"language"},{"id":"sl","label":"Slovenian","type":"language"},{"id":"mbart","label":"mbart","type":"other"},{"id":"text2text-generation","label":"text2text-generation","type":"other"},{"id":"mbart-50","label":"mbart-50","type":"other"},{"id":"autotrain_compatible","label":"AutoTrain Compatible","type":"other"},{"id":"endpoints_compatible","label":"Inference Endpoints","type":"other"},{"id":"arxiv:2008.00401","label":"arxiv:2008.00401","type":"arxiv","extra":{"paperTitle":"Multilingual Translation with Extensible Multilingual Pretraining and\n Finetuning"}},{"type":"region","label":"🇺🇸 Region: US","id":"region:us"}],"transformersInfo":{"auto_model":"AutoModelForSeq2SeqLM","pipeline_tag":"text2text-generation","processor":"AutoTokenizer"},"safetensors":{"parameters":{"F32":611129542},"total":611129542,"sharded":false},"hasBlockedOids":false},"noTitle":true,"shouldUpdateUrl":false,"isLoggedIn":false,"includeCredentials":true}"><form class="flex w-full max-w-full flex-col "> <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/translation" target="_blank" title="Learn more about translation"><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="M15.7435 16.3688H16.9125L13.65 8.21251H12.3722L9.1097 16.3688H10.2788L11.1488 14.1938H14.8735L15.7435 16.3688ZM11.5838 13.1063L13.0084 9.53926L14.4385 13.1063H11.5838Z"></path><path d="M10.3875 4.40625V3.31875H6.58125V1.6875H5.49375V3.31875H1.6875V4.40625H7.52737C7.2261 5.64892 6.63129 6.80125 5.79281 7.76663C5.24624 7.08884 4.8246 6.31923 4.54763 5.49375H3.40575C3.74803 6.60116 4.30202 7.63159 5.037 8.52787C4.2247 9.3158 3.27338 9.94633 2.23125 10.3875L2.63906 11.3989C3.81007 10.9044 4.87658 10.1922 5.78194 9.3C6.67088 10.2044 7.73719 10.9153 8.91394 11.388L9.3 10.3875C8.25187 9.98235 7.3026 9.35754 6.516 8.55506C7.55705 7.36858 8.2892 5.94351 8.6475 4.40625H10.3875Z"></path></svg> <span>Translation</span></div></a></div> <div class="ml-auto flex gap-2"> <div class="flex gap-x-1 peer:"> <div class="relative mb-1.5 pointer-events-none opacity-50 "> <div class="inline-flex w-32 justify-between rounded-md border border-gray-100 px-4 py-1"><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 0 011.414 0L10 10.586l3.293-3.293a1 1 0 111.414 1.414l-4 4a1 1 0 01-1.414 0l-4-4a1 1 0 010-1.414z" clip-rule="evenodd"></path></svg></div> </div></div></div></div> <div class="space-y-2"> <span class="inline-block w-full"><span class="contents"><label class="block "> <span class="block w-full resize-y overflow-auto px-3 py-2 min-h-[144px] inline-block max-h-[500px] whitespace-pre-wrap rounded-lg border border-gray-200 shadow-inner outline-none focus:shadow-inner focus:ring focus:ring-blue-200 dark:bg-gray-925 svelte-1wfa7x9" role="textbox" style="--placeholder: 'Your sentence here...'" spellcheck="false" dir="auto" contenteditable></span></label></span> </span> <div class="flex items-center gap-x-2"> <span class="inline-block "><span class="contents"><button class="btn-widget h-10 w-24 px-5 " type="submit">Compute</button></span> </span> <kbd class="hidden rounded border border-gray-200 bg-gray-100 px-1.5 py-0.5 text-xs leading-none text-gray-700 dark:bg-gray-800 dark:text-gray-300 md:inline opacity-70"></kbd></div> </div> <div class="mt-2"><div class="text-sm text-gray-400"></div> </div> <div class="flex items-center gap-x-2 text-sm text-gray-500"><button class="flex items-center hover:text-gray-700 dark:hover:text-gray-300" type="button"> <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" style="transform: rotate(360deg);"><path d="M31 16l-7 7l-1.41-1.41L28.17 16l-5.58-5.59L24 9l7 7z" fill="currentColor"></path><path d="M1 16l7-7l1.41 1.41L3.83 16l5.58 5.59L8 23l-7-7z" fill="currentColor"></path><path d="M12.419 25.484L17.639 6l1.932.518L14.35 26z" fill="currentColor"></path></svg> View Code </button> <div class="ml-auto"> <span class="inline-block "><span class="contents"><button class="flex items-center hover:text-gray-700 dark:hover:text-gray-300" type="button"><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"><path d="M22 16h2V8h-8v2h6v6z" fill="currentColor"></path><path d="M8 24h8v-2h-6v-6H8v8z" fill="currentColor"></path><path d="M26 28H6a2.002 2.002 0 0 1-2-2V6a2.002 2.002 0 0 1 2-2h20a2.002 2.002 0 0 1 2 2v20a2.002 2.002 0 0 1-2 2zM6 6v20h20.001L26 6z" fill="currentColor"></path></svg> Maximize</button></span> </span></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 Translation</div> <a class="btn ml-4 text-sm font-normal" href="/models?pipeline_tag=translation">Browse Models (4,935)</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="/facebook/nllb-200-1.3B"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="facebook/nllb-200-1.3B"> <img alt="" class="w-3.5 h-3.5 rounded mr-1.5 flex-none flex-none" src="https://cdn-avatars.huggingface.co/v1/production/uploads/1592839207516-noauth.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">facebook/nllb-200-1.3B</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]" 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="M15.7435 16.3688H16.9125L13.65 8.21251H12.3722L9.1097 16.3688H10.2788L11.1488 14.1938H14.8735L15.7435 16.3688ZM11.5838 13.1063L13.0084 9.53926L14.4385 13.1063H11.5838Z"></path><path d="M10.3875 4.40625V3.31875H6.58125V1.6875H5.49375V3.31875H1.6875V4.40625H7.52737C7.2261 5.64892 6.63129 6.80125 5.79281 7.76663C5.24624 7.08884 4.8246 6.31923 4.54763 5.49375H3.40575C3.74803 6.60116 4.30202 7.63159 5.037 8.52787C4.2247 9.3158 3.27338 9.94633 2.23125 10.3875L2.63906 11.3989C3.81007 10.9044 4.87658 10.1922 5.78194 9.3C6.67088 10.2044 7.73719 10.9153 8.91394 11.388L9.3 10.3875C8.25187 9.98235 7.3026 9.35754 6.516 8.55506C7.55705 7.36858 8.2892 5.94351 8.6475 4.40625H10.3875Z"></path></svg> Translation <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2023-02-11T20:19:16" title="Sat, 11 Feb 2023 20:19:16 GMT">Feb 11, 2023</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> 11.9k <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> 46 </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> Very powerful model that can translate many languages between each other, especially low-resource languages. </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="/google-t5/t5-base"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="google-t5/t5-base"> <img alt="" class="w-3.5 h-3.5 rounded mr-1.5 flex-none flex-none" src="https://cdn-avatars.huggingface.co/v1/production/uploads/5dd96eb166059660ed1ee413/cMWB43CgcJ3qS0xZ0HUTI.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-t5/t5-base</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]" 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="M15.7435 16.3688H16.9125L13.65 8.21251H12.3722L9.1097 16.3688H10.2788L11.1488 14.1938H14.8735L15.7435 16.3688ZM11.5838 13.1063L13.0084 9.53926L14.4385 13.1063H11.5838Z"></path><path d="M10.3875 4.40625V3.31875H6.58125V1.6875H5.49375V3.31875H1.6875V4.40625H7.52737C7.2261 5.64892 6.63129 6.80125 5.79281 7.76663C5.24624 7.08884 4.8246 6.31923 4.54763 5.49375H3.40575C3.74803 6.60116 4.30202 7.63159 5.037 8.52787C4.2247 9.3158 3.27338 9.94633 2.23125 10.3875L2.63906 11.3989C3.81007 10.9044 4.87658 10.1922 5.78194 9.3C6.67088 10.2044 7.73719 10.9153 8.91394 11.388L9.3 10.3875C8.25187 9.98235 7.3026 9.35754 6.516 8.55506C7.55705 7.36858 8.2892 5.94351 8.6475 4.40625H10.3875Z"></path></svg> Translation <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2024-02-14T17:21:55" title="Wed, 14 Feb 2024 17:21:55 GMT">Feb 14</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> 2.54M <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> 621 </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> A general-purpose Transformer that can be used to translate from English to German, French, or Romanian. </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 Translation</div> <a class="btn ml-4 text-sm font-normal" href="/datasets?task_categories=task_categories:translation">Browse Datasets (1,176)</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/Helsinki-NLP/opus_books"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="Helsinki-NLP/opus_books"><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">Helsinki-NLP/opus_books</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="2024-03-29T16:50:29" title="Fri, 29 Mar 2024 16:50:29 GMT">Mar 29</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>1.25M</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> 28.3k <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> 54 </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> A dataset of copyright-free books translated into 16 different languages. </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/google/code_x_glue_cc_code_to_code_trans"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="google/code_x_glue_cc_code_to_code_trans"><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">google/code_x_glue_cc_code_to_code_trans</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="2024-01-24T14:54:48" title="Wed, 24 Jan 2024 14:54:48 GMT">Jan 24</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>11.8k</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> 365 <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> 9 </div></div> </a></article></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> An example of translation between programming languages. This dataset consists of functions in Java and C#. </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 Translation </div> <div class="mt-3 space-y-3"><div><div class="mb-2"><a href="/spaces/Iker/Translate-100-languages" 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">Iker/Translate-100-languages</div></a></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> An application that can translate between 100 languages. </p> </div><div><div class="mb-2"><a href="/spaces/Geonmo/nllb-translation-demo" 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">Geonmo/nllb-translation-demo</div></a></div> <p class="flex-none text-sm italic text-gray-400"><span class="mr-1 rounded bg-gray-100 px-1 font-mono text-xs font-semibold not-italic text-gray-500 dark:bg-gray-800">Note</span> An application that can translate between many languages. </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 Translation </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">bleu </dt></summary> <dd class="px-3 pb-3 text-gray-500">BLEU score is calculated by counting the number of shared single or subsequent tokens between the generated sequence and the reference. Subsequent n tokens are called “n-grams”. Unigram refers to a single token while bi-gram refers to token pairs and n-grams refer to n subsequent tokens. The score ranges from 0 to 1, where 1 means the translation perfectly matched and 0 did not match at all</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">sacrebleu </dt></summary> <dd class="px-3 pb-3 text-gray-500">SacreBLEU provides hassle-free computation of shareable, comparable, and reproducible BLEU scores. Inspired by Rico Sennrich's `multi-bleu-detok.perl`, it produces the official WMT scores but works with plain text. It also knows all the standard test sets and handles downloading, processing, and tokenization for you. See the [README.md] file at https://github.com/mjpost/sacreBLEU for more information.</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 flex flex-col justify-between space-y-2 py-6 text-gray-500 md:flex-row md:items-center md:space-y-0 md:py-0 md:text-sm"><div class="font-semibold text-black md:hidden">Company</div> <div class="order-last pt-6 text-gray-400 md:order-none md:pt-0" href="Terms">© Hugging Face</div> <a class="hover:underline" href="/terms-of-service">TOS</a> <a class="hover:underline" href="/privacy">Privacy</a> <a class="hover:underline" href="/huggingface">About</a> <a class="hover:underline" href="https://apply.workable.com/huggingface/">Jobs</a> <a href="/" class="group order-first flex-none pb-6 md:order-none md:pb-0"><svg class="h-7 w-7 transition-transform group-hover:-translate-y-px" viewBox="0 0 95 88" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M47.2119 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