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<office:body>
<office:text>
<text:p text:style-name="Text_20_body"><!doctype html></text:p>
<text:p text:style-name="Text_20_body"></text:p>
<text:p text:style-name="Text_20_body"> </text:p>
<text:p text:style-name="Text_20_body"> </text:p>
<text:p text:style-name="Text_20_body"> </text:p>
<text:p text:style-name="Text_20_body">Annotated Model Card
Template</text:p>
<text:p text:style-name="P1"><div class="SVELTE_HYDRATER contents" data-props="{&quot;classNames&quot;:&quot;&quot;,&quot;avatarUrl&quot;:&quot;https://aeiljuispo.cloudimg.io/v7/https://cdn-uploads.huggingface.co/production/uploads/1646104902183-621d8a8d411b802eb0b70615.png?w=200&amp;h=200&amp;f=face&quot;,&quot;isWide&quot;:true,&quot;isZh&quot;:false,&quot;user&quot;:&quot;STARBORN&quot;,&quot;unreadNotifications&quot;:0,&quot;csrf&quot;:&quot;eyJkYXRhIjp7ImV4cGlyYXRpb24iOjE3MDk0MzA5OTg0OTksInVzZXJJZCI6IjYyMWQ4YThkNDExYjgwMmViMGI3MDYxNSJ9LCJzaWduYXR1cmUiOiJhOTg1ZjVhZjZjOTQ2YmM2NTA2YzkxYWVlNzRiNDhlYjhmNTFjNzYzODNlMjIxYWI5ZmJmMzZhNjNiM2YwN2M4In0=&quot;}" data-target="MainHeader"><header class="border-b border-gray-100 "><div class="w-full px-4 <text:s text:c="1" />flex h-16 items-center"><div class="flex flex-1 items-center"><a class="mr-5 flex flex-none items-center lg:mr-6" href="/"><img alt="Hugging Face's logo" class="w-7 md:mr-2" src="/front/assets/huggingface_logo-noborder.svg"></text:p>
<text:p text:style-name="P2"><text:s text:c="12" /><span class="hidden whitespace-nowrap text-lg font-bold md:block">Hugging Face</span></a></text:p>
<text:p text:style-name="P3"><text:s text:c="8" /><div class="relative flex-1 lg:max-w-sm mr-2 sm:mr-4 md:mr-3 xl:mr-6"><input autocomplete="off" class="w-full dark:bg-gray-950 pl-8 form-input-alt h-9 pr-3 focus:shadow-xl " name="" placeholder="Search models, datasets, users..." <text:s text:c="1" />spellcheck="false" type="text" value=""></text:p>
<text:p text:style-name="P4"><svg class="absolute left-2.5 text-gray-400 top-1/2 transform -translate-y-1/2" 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="M30 28.59L22.45 21A11 11 0 1 0 21 22.45L28.59 30zM5 14a9 9 0 1 1 9 9a9 9 0 0 1-9-9z" fill="currentColor"></path></svg></text:p>
<text:p text:style-name="P5"></div></text:p>
<text:p text:style-name="P6"><text:s text:c="8" /><div class="flex flex-none items-center justify-center p-0.5 place-self-stretch lg:hidden"><button class="relative z-40 flex h-6 w-8 items-center justify-center" type="button"><svg width="1em" height="1em" viewBox="0 0 10 10" class="text-xl" 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" fill="currentColor"><path fill-rule="evenodd" clip-rule="evenodd" d="M1.65039 2.9999C1.65039 2.8066 1.80709 2.6499 2.00039 2.6499H8.00039C8.19369 2.6499 8.35039 2.8066 8.35039 2.9999C8.35039 3.1932 8.19369 3.3499 8.00039 3.3499H2.00039C1.80709 3.3499 1.65039 3.1932 1.65039 2.9999ZM1.65039 4.9999C1.65039 4.8066 1.80709 4.6499 2.00039 4.6499H8.00039C8.19369 4.6499 8.35039 4.8066 8.35039 4.9999C8.35039 5.1932 8.19369 5.3499 8.00039 5.3499H2.00039C1.80709 5.3499 1.65039 5.1932 1.65039 4.9999ZM2.00039 6.6499C1.80709 6.6499 1.65039 6.8066 1.65039 6.9999C1.65039 7.1932 1.80709 7.3499 2.00039 7.3499H8.00039C8.19369 7.3499 8.35039 7.1932 8.35039 6.9999C8.35039 6.8066 8.19369 6.6499 8.00039 6.6499H2.00039Z"></path></svg></text:p>
<text:p text:style-name="P7"><text:s text:c="4" /></button></text:p>
<text:p text:style-name="P8"></text:p>
<text:p text:style-name="P9"></div></div></text:p>
<text:p text:style-name="P10"><text:s text:c="4" /><nav aria-label="Main" class="ml-auto hidden lg:block"><ul class="flex items-center space-x-1.5 xl:space-x-2"><li><a class="group flex items-center px-2 py-0.5 dark:hover:text-gray-400 hover:text-indigo-700" href="/models"><svg class="mr-1.5 text-gray-400 group-hover:text-indigo-500" 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></text:p>
<text:p text:style-name="P11"><text:s text:c="16" />Models</a></text:p>
<text:p text:style-name="P12"><text:s text:c="8" /></li><li><a class="group flex items-center px-2 py-0.5 dark:hover:text-gray-400 hover:text-red-700" href="/datasets"><svg class="mr-1.5 text-gray-400 group-hover:text-red-500" 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></text:p>
<text:p text:style-name="P13"><text:s text:c="16" />Datasets</a></text:p>
<text:p text:style-name="P14"><text:s text:c="8" /></li><li><a class="group flex items-center px-2 py-0.5 dark:hover:text-gray-400 hover:text-blue-700" href="/spaces"><svg class="mr-1.5 text-gray-400 group-hover:text-blue-500" 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 25 25"><path opacity=".5" d="M6.016 14.674v4.31h4.31v-4.31h-4.31ZM14.674 14.674v4.31h4.31v-4.31h-4.31ZM6.016 6.016v4.31h4.31v-4.31h-4.31Z" fill="currentColor"></path><path opacity=".75" fill-rule="evenodd" clip-rule="evenodd" d="M3 4.914C3 3.857 3.857 3 4.914 3h6.514c.884 0 1.628.6 1.848 1.414a5.171 5.171 0 0 1 7.31 7.31c.815.22 1.414.964 1.414 1.848v6.514A1.914 1.914 0 0 1 20.086 22H4.914A1.914 1.914 0 0 1 3 20.086V4.914Zm3.016 1.102v4.31h4.31v-4.31h-4.31Zm0 12.968v-4.31h4.31v4.31h-4.31Zm8.658 0v-4.31h4.31v4.31h-4.31Zm0-10.813a2.155 2.155 0 1 1 4.31 0 2.155 2.155 0 0 1-4.31 0Z" fill="currentColor"></path><path opacity=".25" d="M16.829 6.016a2.155 2.155 0 1 0 0 4.31 2.155 2.155 0 0 0 0-4.31Z" fill="currentColor"></path></svg></text:p>
<text:p text:style-name="P15"><text:s text:c="16" />Spaces</a></text:p>
<text:p text:style-name="P16"><text:s text:c="8" /></li><li><a class="group flex items-center px-2 py-0.5 dark:hover:text-gray-400 hover:text-yellow-700" href="/posts"><svg class="mr-1.5 text-gray-400 group-hover:text-yellow-500 !text-yellow-500" 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 12 12" preserveAspectRatio="xMidYMid meet"><path fill="currentColor" fill-rule="evenodd" d="M3.73 2.4A4.25 4.25 0 1 1 6 10.26H2.17l-.13-.02a.43.43 0 0 1-.3-.43l.01-.06a.43.43 0 0 1 .12-.22l.84-.84A4.26 4.26 0 0 1 3.73 2.4Z" clip-rule="evenodd"></path></svg></text:p>
<text:p text:style-name="P17"><text:s text:c="16" />Posts</a></text:p>
<text:p text:style-name="P18"><text:s text:c="8" /></li><li><a class="group flex items-center px-2 py-0.5 dark:hover:text-gray-400 hover:text-yellow-700" href="/docs"><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="mr-1.5 text-gray-400 group-hover:text-yellow-500" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path opacity="0.5" d="M20.9022 5.10334L10.8012 10.8791L7.76318 9.11193C8.07741 8.56791 8.5256 8.11332 9.06512 7.7914L15.9336 3.73907C17.0868 3.08811 18.5002 3.26422 19.6534 3.91519L19.3859 3.73911C19.9253 4.06087 20.5879 4.56025 20.9022 5.10334Z" fill="currentColor"></path><path d="M10.7999 10.8792V28.5483C10.2136 28.5475 9.63494 28.4139 9.10745 28.1578C8.5429 27.8312 8.074 27.3621 7.74761 26.7975C7.42122 26.2327 7.24878 25.5923 7.24756 24.9402V10.9908C7.25062 10.3319 7.42358 9.68487 7.74973 9.1123L10.7999 10.8792Z" fill="currentColor" fill-opacity="0.75"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M21.3368 10.8499V6.918C21.3331 6.25959 21.16 5.61234 20.8346 5.03949L10.7971 10.8727L10.8046 10.874L21.3368 10.8499Z" fill="currentColor"></path><path opacity="0.5" d="M21.7937 10.8488L10.7825 10.8741V28.5486L21.7937 28.5234C23.3344 28.5234 24.5835 27.2743 24.5835 25.7335V13.6387C24.5835 12.0979 23.4365 11.1233 21.7937 10.8488Z" fill="currentColor"></path></svg></text:p>
<text:p text:style-name="P19"><text:s text:c="16" />Docs</a></text:p>
<text:p text:style-name="P20"><text:s text:c="8" /></li></text:p>
<text:p text:style-name="P21"><text:s text:c="4" /><li class="max-2xl:hidden"><div class="relative "></text:p>
<text:p text:style-name="P22"><button class="px-2 py-0.5 group hover:text-green-700 dark:hover:text-gray-400 flex items-center " type="button"></text:p>
<text:p text:style-name="P23"><text:s text:c="4" /><svg class="mr-1.5 text-gray-400 group-hover:text-green-500" 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-tertiary" d="M19 6H5a3 3 0 0 0-3 3v2.72L8.837 14h6.326L22 11.72V9a3 3 0 0 0-3-3z" opacity=".5" fill="currentColor"></path><path class="uim-primary" d="M10 6V5h4v1h2V5a2.002 2.002 0 0 0-2-2h-4a2.002 2.002 0 0 0-2 2v1h2zm-1.163 8L2 11.72V18a3.003 3.003 0 0 0 3 3h14a3.003 3.003 0 0 0 3-3v-6.28L15.163 14H8.837z" fill="currentColor"></path></svg></text:p>
<text:p text:style-name="P24"><text:s text:c="8" />Solutions</text:p>
<text:p text:style-name="P25"><text:s text:c="4" /></button></text:p>
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<text:p text:style-name="P29"><text:s text:c="4" /><li><a class="group flex items-center px-2 py-0.5 hover:text-gray-500 dark:hover:text-gray-400" href="/pricing">Pricing</text:p>
<text:p text:style-name="P30"><text:s text:c="8" /></a></li></text:p>
<text:p text:style-name="P31"></text:p>
<text:p text:style-name="P32"><text:s text:c="4" /><li><div class="relative group"></text:p>
<text:p text:style-name="P33"><button class="px-2 py-0.5 hover:text-gray-500 dark:hover:text-gray-600 flex items-center " type="button"></text:p>
<text:p text:style-name="P34"><text:s text:c="4" /><svg class="mr-1.5 text-gray-500 w-5 group-hover:text-gray-400 dark:text-gray-300 dark:group-hover:text-gray-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" viewBox="0 0 32 18" preserveAspectRatio="xMidYMid meet"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.4504 3.30221C14.4504 2.836 14.8284 2.45807 15.2946 2.45807H28.4933C28.9595 2.45807 29.3374 2.836 29.3374 3.30221C29.3374 3.76842 28.9595 4.14635 28.4933 4.14635H15.2946C14.8284 4.14635 14.4504 3.76842 14.4504 3.30221Z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M14.4504 9.00002C14.4504 8.53382 14.8284 8.15588 15.2946 8.15588H28.4933C28.9595 8.15588 29.3374 8.53382 29.3374 9.00002C29.3374 9.46623 28.9595 9.84417 28.4933 9.84417H15.2946C14.8284 9.84417 14.4504 9.46623 14.4504 9.00002Z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M14.4504 14.6978C14.4504 14.2316 14.8284 13.8537 15.2946 13.8537H28.4933C28.9595 13.8537 29.3374 14.2316 29.3374 14.6978C29.3374 15.164 28.9595 15.542 28.4933 15.542H15.2946C14.8284 15.542 14.4504 15.164 14.4504 14.6978Z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M1.94549 6.87377C2.27514 6.54411 2.80962 6.54411 3.13928 6.87377L6.23458 9.96907L9.32988 6.87377C9.65954 6.54411 10.194 6.54411 10.5237 6.87377C10.8533 7.20343 10.8533 7.73791 10.5237 8.06756L6.23458 12.3567L1.94549 8.06756C1.61583 7.73791 1.61583 7.20343 1.94549 6.87377Z" fill="currentColor"></path></svg></text:p>
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<text:p text:style-name="P292"><text:s text:c="4" /><link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/Heading.8660bd0e.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;Annotated Model Card Template&quot;,&quot;local&quot;:&quot;annotated-model-card-template&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Template&quot;,&quot;local&quot;:&quot;template&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;Directions&quot;,&quot;local&quot;:&quot;directions&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2}],&quot;depth&quot;:1}"><!-- HEAD_svelte-u9bgzb_END --> <text:s text:c="5" /><p></p> <text:s text:c="1" /><h1 class="relative group"><a id="annotated-model-card-template" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#annotated-model-card-template"><span><svg class="" 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>Annotated Model Card Template</span></h1> <text:s text:c="1" /><h2 class="relative group"><a id="template" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#template"><span><svg class="" 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>Template</span></h2> <p data-svelte-h="svelte-1oztdix"><a href="https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/modelcard_template.md" rel="nofollow">modelcard_template.md file</a></p> <text:s text:c="1" /><h2 class="relative group"><a id="directions" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#directions"><span><svg class="" 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>Directions</span></h2> <p data-svelte-h="svelte-1ppq7fz">Fully filling out a model card requires input from a few different roles. (One person may have more than one role.) <text:s text:c="1" />We’ll refer to these roles as the <strong>developer</strong>, who writes the code and runs training; the <strong>sociotechnic</strong>, who is skilled at analyzing the interaction of technology and society long-term (this includes lawyers, ethicists, sociologists, or rights advocates); and the <strong>project organizer</strong>, who understands the overall scope and reach of the model, can roughly fill out each part of the card, and who serves as a contact person for model card updates.</p> <ul data-svelte-h="svelte-xicjd9"><li><p>The <strong>developer</strong> is necessary for filling out <a href="#training-procedure-optional">Training Procedure</a> and <a href="#technical-specifications-optional">Technical Specifications</a>. They are also particularly useful for the “Limitations” section of <a href="#bias-risks-and-limitations">Bias, Risks, and Limitations</a>. They are responsible for providing <a href="#results">Results</a> for the Evaluation, and ideally work with the other roles to define the rest of the Evaluation: <a href="#testing-data-factors--metrics">Testing Data, Factors &amp; Metrics</a>.</p></li> <li><p>The <strong>sociotechnic</strong> is necessary for filling out “Bias” and “Risks” within <a href="#bias-risks-and-limitations">Bias, Risks, and Limitations</a>, and particularly useful for “Out of Scope Use” within <a href="#uses">Uses</a>.</p></li> <li><p>The <strong>project organizer</strong> is necessary for filling out <a href="#model-details">Model Details</a> and <a href="#uses">Uses</a>. They might also fill out</text:p>
<text:p text:style-name="First_20_paragraph">Training Data. Project
organizers could also be in charge of Citation, Glossary, Model Card
Contact, Model Card Authors, and More Information.</text:p>
<text:p text:style-name="Text_20_body">Instructions are provided below,
in italics.</text:p>
<text:p text:style-name="Text_20_body">Template variable names appear in
monospace.</text:p>
<text:p text:style-name="Text_20_body"> Model Name</text:p>
<text:p text:style-name="Text_20_body">Section Overview: Provide the
model name and a 1-2 sentence summary of what the model is.</text:p>
<text:p text:style-name="Text_20_body">model_id</text:p>
<text:p text:style-name="Text_20_body">model_summary</text:p>
<text:p text:style-name="Text_20_body"> Table of Contents</text:p>
<text:p text:style-name="Text_20_body">Section Overview: Provide this
with links to each section, to enable people to easily jump around/use
the file in other locations with the preserved TOC/print out the
content/etc.</text:p>
<text:p text:style-name="Text_20_body"> Model Details</text:p>
<text:p text:style-name="Text_20_body">Section Overview: This section
provides basic information about what the model is, its current status,
and where it came from. It should be useful for anyone who wants to
reference the model.</text:p>
<text:p text:style-name="Text_20_body"> Model Description</text:p>
<text:p text:style-name="Text_20_body">model_description</text:p>
<text:p text:style-name="Text_20_body">Provide basic details about the
model. This includes the architecture, version, if it was introduced in
a paper, if an original implementation is available, and the creators.
Any copyright should be attributed here. General information about
training procedures, parameters, and important disclaimers can also be
mentioned in this section.</text:p>
<text:p text:style-name="Text_20_body">Developed by: developers</text:p>
<text:p text:style-name="Text_20_body">List (and ideally link to) the
people who built the model.</text:p>
<text:p text:style-name="Text_20_body">Funded by: funded_by</text:p>
<text:p text:style-name="Text_20_body">List (and ideally link to) the
funding sources that financially, computationally, or otherwise
supported or enabled this model.</text:p>
<text:p text:style-name="Text_20_body">Shared by [optional]:
shared_by</text:p>
<text:p text:style-name="Text_20_body">List (and ideally link to) the
people/organization making the model available online.</text:p>
<text:p text:style-name="Text_20_body">Model type: model_type</text:p>
<text:p text:style-name="Text_20_body">You can name the “type”
as:</text:p>
<text:p text:style-name="Text_20_body">1. Supervision/Learning
Method</text:p>
<text:p text:style-name="Text_20_body">2. Machine Learning Type</text:p>
<text:p text:style-name="Text_20_body">3. Modality</text:p>
<text:p text:style-name="Text_20_body">Language(s) [NLP]:
language</text:p>
<text:p text:style-name="Text_20_body">Use this field when the system
uses or processes natural (human) language.</text:p>
<text:p text:style-name="Text_20_body">License: license</text:p>
<text:p text:style-name="Text_20_body">Name and link to the license
being used.</text:p>
<text:p text:style-name="Text_20_body">Finetuned From Model [optional]:
base_model</text:p>
<text:p text:style-name="Text_20_body">If this model has another model
as its base, link to that model here.</text:p>
<text:p text:style-name="Text_20_body"> Model Sources optional</text:p>
<text:p text:style-name="Text_20_body">Repository: repo</text:p>
<text:p text:style-name="Text_20_body">Paper [optional]: paper</text:p>
<text:p text:style-name="Text_20_body">Demo [optional]: demo</text:p>
<text:p text:style-name="Text_20_body">Provide sources for the user to
directly see the model and its details. Additional kinds of resources –
training logs, lessons learned, etc. – belong in the More Information
section. If you include one thing for this section, link to the
repository.</text:p>
<text:p text:style-name="Text_20_body"> Uses</text:p>
<text:p text:style-name="Text_20_body">Section Overview: This section
addresses questions around how the model is intended to be used in
different applied contexts, discusses the foreseeable users of the model
(including those affected by the model), and describes uses that are
considered out of scope or misuse of the model. Note this section is not
intended to include the license usage details. For that, link directly
to the license.</text:p>
<text:p text:style-name="Text_20_body"> Direct Use</text:p>
<text:p text:style-name="Text_20_body">direct_use</text:p>
<text:p text:style-name="Text_20_body">Explain how the model can be used
without fine-tuning, post-processing, or plugging into a pipeline. An
example code snippet is recommended.</text:p>
<text:p text:style-name="Text_20_body"> Downstream Use optional</text:p>
<text:p text:style-name="Text_20_body">downstream_use</text:p>
<text:p text:style-name="Text_20_body">Explain how this model can be
used when fine-tuned for a task or when plugged into a larger ecosystem
or app. An example code snippet is recommended.</text:p>
<text:p text:style-name="Text_20_body"> Out-of-Scope Use</text:p>
<text:p text:style-name="Text_20_body">out_of_scope_use</text:p>
<text:p text:style-name="Text_20_body">List how the model may
foreseeably be misused (used in a way it will not work for) and address
what users ought not do with the model.</text:p>
<text:p text:style-name="Text_20_body"> Bias, Risks, and
Limitations</text:p>
<text:p text:style-name="Text_20_body">Section Overview: This section
identifies foreseeable harms, misunderstandings, and technical and
sociotechnical limitations. It also provides information on warnings and
potential mitigations. Bias, risks, and limitations can sometimes be
inseparable/refer to the same issues. Generally, bias and risks are
sociotechnical, while limitations are technical:</text:p>
<text:p text:style-name="Text_20_body">A bias is a stereotype or
disproportionate performance (skew) for some subpopulations.</text:p>
<text:p text:style-name="Text_20_body">A risk is a socially-relevant
issue that the model might cause.</text:p>
<text:p text:style-name="Text_20_body">A limitation is a likely failure
mode that can be addressed following the listed
Recommendations.</text:p>
<text:p text:style-name="Text_20_body">bias_risks_limitations</text:p>
<text:p text:style-name="Text_20_body">What are the known or foreseeable
issues stemming from this model?</text:p>
<text:p text:style-name="Text_20_body"> Recommendations</text:p>
<text:p text:style-name="Text_20_body">bias_recommendations</text:p>
<text:p text:style-name="Text_20_body">What are recommendations with
respect to the foreseeable issues? This can include everything from
“downsample your image” to filtering explicit content.</text:p>
<text:p text:style-name="Text_20_body"> Training Details</text:p>
<text:p text:style-name="Text_20_body">Section Overview: This section
provides information to describe and replicate training, including the
training data, the speed and size of training elements, and the
environmental impact of training. This relates heavily to the Technical
Specifications as well, and content here should link to that section
when it is relevant to the training procedure. It is useful for people
who want to learn more about the model inputs and training footprint. It
is relevant for anyone who wants to know the basics of what the model is
learning.</text:p>
<text:p text:style-name="Text_20_body"> Training Data</text:p>
<text:p text:style-name="Text_20_body">training_data</text:p>
<text:p text:style-name="Text_20_body">Write 1-2 sentences on what the
training data is. Ideally this links to a Dataset Card for further
information. Links to documentation related to data pre-processing or
additional filtering may go here as well as in More
Information.</text:p>
<text:p text:style-name="Text_20_body"> Training Procedure
optional</text:p>
<text:p text:style-name="Text_20_body"> Preprocessing</text:p>
<text:p text:style-name="Text_20_body">preprocessing</text:p>
<text:p text:style-name="Text_20_body">Detail tokenization,
resizing/rewriting (depending on the modality), etc.</text:p>
<text:p text:style-name="Text_20_body"> Speeds, Sizes, Times</text:p>
<text:p text:style-name="Text_20_body">speeds_sizes_times</text:p>
<text:p text:style-name="Text_20_body">Detail throughput, start/end
time, checkpoint sizes, etc.</text:p>
<text:p text:style-name="Text_20_body"> Evaluation</text:p>
<text:p text:style-name="Text_20_body">Section Overview: This section
describes the evaluation protocols, what is being measured in the
evaluation, and provides the results. Evaluation is ideally constructed
with factors, such as domain and demographic subgroup, and metrics, such
as accuracy, which are prioritized in light of foreseeable error
contexts and groups. Target fairness metrics should be decided based on
which errors are more likely to be problematic in light of the model
use. You can also specify your model’s evaluation results in a
structured way in the model card metadata. Results are parsed by the Hub
and displayed in a widget on the model page. See
https://huggingface.co/docs/hub/model-cards#evaluation-results.</text:p>
<text:p text:style-name="Text_20_body"> Testing Data, Factors &
Metrics</text:p>
<text:p text:style-name="Text_20_body"> Testing Data</text:p>
<text:p text:style-name="Text_20_body">testing_data</text:p>
<text:p text:style-name="Text_20_body">Ideally this links to a Dataset
Card for the testing data.</text:p>
<text:p text:style-name="Text_20_body"> Factors</text:p>
<text:p text:style-name="Text_20_body">testing_factors</text:p>
<text:p text:style-name="Text_20_body">What are the foreseeable
characteristics that will influence how the model behaves? This includes
domain and context, as well as population subgroups. Evaluation should
ideally be disaggregated across factors in order to uncover disparities
in performance.</text:p>
<text:p text:style-name="Text_20_body"> Metrics</text:p>
<text:p text:style-name="Text_20_body">testing_metrics</text:p>
<text:p text:style-name="Text_20_body">What metrics will be used for
evaluation in light of tradeoffs between different errors?</text:p>
<text:p text:style-name="Text_20_body"> Results</text:p>
<text:p text:style-name="Text_20_body">results</text:p>
<text:p text:style-name="Text_20_body">Results should be based on the
Factors and Metrics defined above.</text:p>
<text:p text:style-name="Text_20_body"> Summary</text:p>
<text:p text:style-name="Text_20_body">results_summary</text:p>
<text:p text:style-name="Text_20_body">What do the results say? This can
function as a kind of tl;dr for general audiences.</text:p>
<text:p text:style-name="Text_20_body"> Model Examination
optional</text:p>
<text:p text:style-name="Text_20_body">Section Overview: This is an
experimental section some developers are beginning to add, where work on
explainability/interpretability may go.</text:p>
<text:p text:style-name="Text_20_body">model_examination</text:p>
<text:p text:style-name="Text_20_body"> Environmental Impact</text:p>
<text:p text:style-name="Text_20_body">Section Overview: Summarizes the
information necessary to calculate environmental impacts such as
electricity usage and carbon emissions.</text:p>
<text:p text:style-name="Text_20_body">Hardware Type:
hardware_type</text:p>
<text:p text:style-name="Text_20_body">Hours used: hours_used</text:p>
<text:p text:style-name="Text_20_body">Cloud Provider:
cloud_provider</text:p>
<text:p text:style-name="Text_20_body">Compute Region:
cloud_region</text:p>
<text:p text:style-name="Text_20_body">Carbon Emitted:
co2_emitted</text:p>
<text:p text:style-name="Text_20_body">Carbon emissions can be estimated
using the Machine Learning Impact calculator presented in Lacoste et
al. (2019).</text:p>
<text:p text:style-name="Text_20_body"> Technical Specifications
optional</text:p>
<text:p text:style-name="Text_20_body">Section Overview: This section
includes details about the model objective and architecture, and the
compute infrastructure. It is useful for people interested in model
development. Writing this section usually requires the model developer
to be directly involved.</text:p>
<text:p text:style-name="Text_20_body"> Model Architecture and
Objective</text:p>
<text:p text:style-name="Text_20_body">model_specs</text:p>
<text:p text:style-name="Text_20_body"> Compute Infrastructure</text:p>
<text:p text:style-name="Text_20_body">compute_infrastructure</text:p>
<text:p text:style-name="Text_20_body"> Hardware</text:p>
<text:p text:style-name="Text_20_body">hardware_requirements</text:p>
<text:p text:style-name="Text_20_body">What are the minimum hardware
requirements, e.g. processing, storage, and memory
requirements?</text:p>
<text:p text:style-name="Text_20_body"> Software</text:p>
<text:p text:style-name="Text_20_body">software</text:p>
<text:p text:style-name="Text_20_body"> Citation optional</text:p>
<text:p text:style-name="Text_20_body">Section Overview: The developers’
preferred citation for this model. This is often a paper.</text:p>
<text:p text:style-name="Text_20_body"> BibTeX</text:p>
<text:p text:style-name="Text_20_body">citation_bibtex</text:p>
<text:p text:style-name="Text_20_body"> APA</text:p>
<text:p text:style-name="Text_20_body">citation_apa</text:p>
<text:p text:style-name="Text_20_body"> Glossary optional</text:p>
<text:p text:style-name="Text_20_body">Section Overview: This section
defines common terms and how metrics are calculated.</text:p>
<text:p text:style-name="Text_20_body">glossary</text:p>
<text:p text:style-name="Text_20_body">Clearly define terms in order to
be accessible across audiences.</text:p>
<text:p text:style-name="Text_20_body"> More Information
optional</text:p>
<text:p text:style-name="Text_20_body">Section Overview: This section
provides links to writing on dataset creation, technical specifications,
lessons learned, and initial results.</text:p>
<text:p text:style-name="Text_20_body">more_information</text:p>
<text:p text:style-name="Text_20_body"> Model Card Authors
optional</text:p>
<text:p text:style-name="Text_20_body">Section Overview: This section
lists the people who create the model card, providing recognition and
accountability for the detailed work that goes into its
construction.</text:p>
<text:p text:style-name="Text_20_body">model_card_authors</text:p>
<text:p text:style-name="Text_20_body"> Model Card Contact</text:p>
<text:p text:style-name="Text_20_body">Section Overview: Provides a way
for people who have updates to the Model Card, suggestions, or
questions, to contact the Model Card authors</text:p>
<text:p text:style-name="Text_20_body">model_card_contact</text:p>
<text:p text:style-name="Text_20_body"> How to Get Started with the
Model</text:p>
<text:p text:style-name="Text_20_body">Section Overview: Provides a code
snippet to show how to use the model.</text:p>
<text:p text:style-name="Text_20_body">get_started_code</text:p>
<text:p text:style-name="P293"><text:s text:c="8" /><script></text:p>
<text:p text:style-name="P294"><text:s text:c="12" />{</text:p>
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<text:p text:style-name="P300"></text:p>
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<text:p text:style-name="P303"><text:s text:c="16" />const data = [null,null];</text:p>
<text:p text:style-name="P304"></text:p>
<text:p text:style-name="P305"><text:s text:c="16" />Promise.all([</text:p>
<text:p text:style-name="P306"><text:s text:c="20" />import("/docs/hub/main/en/_app/immutable/entry/start.e53420fc.js"),</text:p>
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<text:p text:style-name="P309"><text:s text:c="20" />kit.start(app, element, {</text:p>
<text:p text:style-name="P310"><text:s text:c="24" />node_ids: [0, 41],</text:p>
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<text:p text:style-name="First_20_paragraph">Annotated Model Card
Template</text:p>
<text:p text:style-name="Text_20_body">Template</text:p>
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