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<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" target="_blank" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Product&quot;,&quot;action&quot;:&quot;click to go to Blog&quot;,&quot;label&quot;:&quot;ref_cta:Blog;&quot;}" href="https://github.blog">
Blog
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">
<path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>
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<button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-3 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false">
Solutions
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<span class="d-block h4 color-fg-default my-1" id="solutions-for-heading">For</span>
<ul class="list-style-none f5" aria-labelledby="solutions-for-heading">
<li>
<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to Enterprise&quot;,&quot;label&quot;:&quot;ref_cta:Enterprise;&quot;}" href="/enterprise">
Enterprise
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<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to Teams&quot;,&quot;label&quot;:&quot;ref_cta:Teams;&quot;}" href="/team">
Teams
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<li>
<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to Startups&quot;,&quot;label&quot;:&quot;ref_cta:Startups;&quot;}" href="/enterprise/startups">
Startups
</a></li>
<li>
<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" target="_blank" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to Education&quot;,&quot;label&quot;:&quot;ref_cta:Education;&quot;}" href="https://education.github.com">
Education
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">
<path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>
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<div class="border-bottom pb-3 mb-3">
<span class="d-block h4 color-fg-default my-1" id="solutions-by-solution-heading">By Solution</span>
<ul class="list-style-none f5" aria-labelledby="solutions-by-solution-heading">
<li>
<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to CI/CD &amp;amp; Automation&quot;,&quot;label&quot;:&quot;ref_cta:CI/CD &amp;amp; Automation;&quot;}" href="/solutions/ci-cd/">
CI/CD &amp; Automation
</a></li>
<li>
<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" target="_blank" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to DevOps&quot;,&quot;label&quot;:&quot;ref_cta:DevOps;&quot;}" href="https://resources.github.com/devops/">
DevOps
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">
<path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>
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<li>
<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" target="_blank" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to DevSecOps&quot;,&quot;label&quot;:&quot;ref_cta:DevSecOps;&quot;}" href="https://resources.github.com/devops/fundamentals/devsecops/">
DevSecOps
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">
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<div class="">
<span class="d-block h4 color-fg-default my-1" id="solutions-resources-heading">Resources</span>
<ul class="list-style-none f5" aria-labelledby="solutions-resources-heading">
<li>
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Learning Pathways
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">
<path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>
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White papers, Ebooks, Webinars
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Customer Stories
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<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" target="_blank" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Solutions&quot;,&quot;action&quot;:&quot;click to go to Partners&quot;,&quot;label&quot;:&quot;ref_cta:Partners;&quot;}" href="https://partner.github.com/">
Partners
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle">
<path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>
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<li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item">
<button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-3 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false">
Open Source
<svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1">
<path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path>
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<div class="border-bottom pb-3 mb-3">
<ul class="list-style-none f5" >
<li>
<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Open Source&quot;,&quot;action&quot;:&quot;click to go to GitHub Sponsors&quot;,&quot;label&quot;:&quot;ref_cta:GitHub Sponsors;&quot;}" href="/sponsors">
<div>
<div class="color-fg-default h4">GitHub Sponsors</div>
Fund open source developers
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<div class="border-bottom pb-3 mb-3">
<ul class="list-style-none f5" >
<li>
<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Open Source&quot;,&quot;action&quot;:&quot;click to go to The ReadME Project&quot;,&quot;label&quot;:&quot;ref_cta:The ReadME Project;&quot;}" href="/readme">
<div>
<div class="color-fg-default h4">The ReadME Project</div>
GitHub community articles
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<span class="d-block h4 color-fg-default my-1" id="open-source-repositories-heading">Repositories</span>
<ul class="list-style-none f5" aria-labelledby="open-source-repositories-heading">
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<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Open Source&quot;,&quot;action&quot;:&quot;click to go to Topics&quot;,&quot;label&quot;:&quot;ref_cta:Topics;&quot;}" href="/topics">
Topics
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<li>
<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Open Source&quot;,&quot;action&quot;:&quot;click to go to Trending&quot;,&quot;label&quot;:&quot;ref_cta:Trending;&quot;}" href="/trending">
Trending
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<li>
<a class="HeaderMenu-dropdown-link lh-condensed d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;category&quot;:&quot;Header dropdown (logged out), Open Source&quot;,&quot;action&quot;:&quot;click to go to Collections&quot;,&quot;label&quot;:&quot;ref_cta:Collections;&quot;}" href="/collections">
Collections
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</li>
<li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item">
<a class="HeaderMenu-link no-underline px-0 px-lg-2 py-3 py-lg-2 d-block d-lg-inline-block" data-analytics-event="{&quot;category&quot;:&quot;Header menu top item (logged out)&quot;,&quot;action&quot;:&quot;click to go to Pricing&quot;,&quot;label&quot;:&quot;ref_cta:Pricing;&quot;}" href="/pricing">Pricing</a>
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<div data-target="query-builder.styledInputContainer" class="QueryBuilder-StyledInputContainer">
<div
aria-hidden="true"
class="QueryBuilder-StyledInputContent"
data-target="query-builder.styledInputContent"
></div>
<div class="QueryBuilder-InputWrapper">
<div aria-hidden="true" class="QueryBuilder-Sizer" data-target="query-builder.sizer"></div>
<input id="query-builder-test" name="query-builder-test" value="" autocomplete="off" type="text" role="combobox" spellcheck="false" aria-expanded="false" aria-describedby="validation-9a968cc1-eacd-439b-b7a2-b30f65a6c4b3" data-target="query-builder.input" data-action="
input:query-builder#inputChange
blur:query-builder#inputBlur
keydown:query-builder#inputKeydown
focus:query-builder#inputFocus
" data-view-component="true" class="FormControl-input QueryBuilder-Input FormControl-medium" />
</div>
</div>
<span class="sr-only" id="query-builder-test-clear">Clear</span>
<button role="button" id="query-builder-test-clear-button" aria-labelledby="query-builder-test-clear query-builder-test-label" data-target="query-builder.clearButton" data-action="
click:query-builder#clear
focus:query-builder#clearButtonFocus
blur:query-builder#clearButtonBlur
" variant="small" hidden="hidden" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium mr-1 px-2 py-0 d-flex flex-items-center rounded-1 color-fg-muted"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x-circle-fill Button-visual">
<path d="M2.343 13.657A8 8 0 1 1 13.658 2.343 8 8 0 0 1 2.343 13.657ZM6.03 4.97a.751.751 0 0 0-1.042.018.751.751 0 0 0-.018 1.042L6.94 8 4.97 9.97a.749.749 0 0 0 .326 1.275.749.749 0 0 0 .734-.215L8 9.06l1.97 1.97a.749.749 0 0 0 1.275-.326.749.749 0 0 0-.215-.734L9.06 8l1.97-1.97a.749.749 0 0 0-.326-1.275.749.749 0 0 0-.734.215L8 6.94Z"></path>
</svg>
</button>
</div>
<template id="search-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search">
<path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
</svg>
</template>
<template id="code-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code">
<path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path>
</svg>
</template>
<template id="file-code-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-file-code">
<path d="M4 1.75C4 .784 4.784 0 5.75 0h5.586c.464 0 .909.184 1.237.513l2.914 2.914c.329.328.513.773.513 1.237v8.586A1.75 1.75 0 0 1 14.25 15h-9a.75.75 0 0 1 0-1.5h9a.25.25 0 0 0 .25-.25V6h-2.75A1.75 1.75 0 0 1 10 4.25V1.5H5.75a.25.25 0 0 0-.25.25v2.5a.75.75 0 0 1-1.5 0Zm1.72 4.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734l1.47-1.47-1.47-1.47a.75.75 0 0 1 0-1.06ZM3.28 7.78 1.81 9.25l1.47 1.47a.751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Zm8.22-6.218V4.25c0 .138.112.25.25.25h2.688l-.011-.013-2.914-2.914-.013-.011Z"></path>
</svg>
</template>
<template id="history-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-history">
<path d="m.427 1.927 1.215 1.215a8.002 8.002 0 1 1-1.6 5.685.75.75 0 1 1 1.493-.154 6.5 6.5 0 1 0 1.18-4.458l1.358 1.358A.25.25 0 0 1 3.896 6H.25A.25.25 0 0 1 0 5.75V2.104a.25.25 0 0 1 .427-.177ZM7.75 4a.75.75 0 0 1 .75.75v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5A.75.75 0 0 1 7.75 4Z"></path>
</svg>
</template>
<template id="repo-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo">
<path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path>
</svg>
</template>
<template id="bookmark-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-bookmark">
<path d="M3 2.75C3 1.784 3.784 1 4.75 1h6.5c.966 0 1.75.784 1.75 1.75v11.5a.75.75 0 0 1-1.227.579L8 11.722l-3.773 3.107A.751.751 0 0 1 3 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v9.91l3.023-2.489a.75.75 0 0 1 .954 0l3.023 2.49V2.75a.25.25 0 0 0-.25-.25Z"></path>
</svg>
</template>
<template id="plus-circle-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-plus-circle">
<path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm7.25-3.25v2.5h2.5a.75.75 0 0 1 0 1.5h-2.5v2.5a.75.75 0 0 1-1.5 0v-2.5h-2.5a.75.75 0 0 1 0-1.5h2.5v-2.5a.75.75 0 0 1 1.5 0Z"></path>
</svg>
</template>
<template id="circle-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-dot-fill">
<path d="M8 4a4 4 0 1 1 0 8 4 4 0 0 1 0-8Z"></path>
</svg>
</template>
<template id="trash-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-trash">
<path d="M11 1.75V3h2.25a.75.75 0 0 1 0 1.5H2.75a.75.75 0 0 1 0-1.5H5V1.75C5 .784 5.784 0 6.75 0h2.5C10.216 0 11 .784 11 1.75ZM4.496 6.675l.66 6.6a.25.25 0 0 0 .249.225h5.19a.25.25 0 0 0 .249-.225l.66-6.6a.75.75 0 0 1 1.492.149l-.66 6.6A1.748 1.748 0 0 1 10.595 15h-5.19a1.75 1.75 0 0 1-1.741-1.575l-.66-6.6a.75.75 0 1 1 1.492-.15ZM6.5 1.75V3h3V1.75a.25.25 0 0 0-.25-.25h-2.5a.25.25 0 0 0-.25.25Z"></path>
</svg>
</template>
<template id="team-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-people">
<path d="M2 5.5a3.5 3.5 0 1 1 5.898 2.549 5.508 5.508 0 0 1 3.034 4.084.75.75 0 1 1-1.482.235 4 4 0 0 0-7.9 0 .75.75 0 0 1-1.482-.236A5.507 5.507 0 0 1 3.102 8.05 3.493 3.493 0 0 1 2 5.5ZM11 4a3.001 3.001 0 0 1 2.22 5.018 5.01 5.01 0 0 1 2.56 3.012.749.749 0 0 1-.885.954.752.752 0 0 1-.549-.514 3.507 3.507 0 0 0-2.522-2.372.75.75 0 0 1-.574-.73v-.352a.75.75 0 0 1 .416-.672A1.5 1.5 0 0 0 11 5.5.75.75 0 0 1 11 4Zm-5.5-.5a2 2 0 1 0-.001 3.999A2 2 0 0 0 5.5 3.5Z"></path>
</svg>
</template>
<template id="project-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-project">
<path d="M1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25V1.75C0 .784.784 0 1.75 0ZM1.5 1.75v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25ZM11.75 3a.75.75 0 0 1 .75.75v7.5a.75.75 0 0 1-1.5 0v-7.5a.75.75 0 0 1 .75-.75Zm-8.25.75a.75.75 0 0 1 1.5 0v5.5a.75.75 0 0 1-1.5 0ZM8 3a.75.75 0 0 1 .75.75v3.5a.75.75 0 0 1-1.5 0v-3.5A.75.75 0 0 1 8 3Z"></path>
</svg>
</template>
<template id="pencil-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-pencil">
<path d="M11.013 1.427a1.75 1.75 0 0 1 2.474 0l1.086 1.086a1.75 1.75 0 0 1 0 2.474l-8.61 8.61c-.21.21-.47.364-.756.445l-3.251.93a.75.75 0 0 1-.927-.928l.929-3.25c.081-.286.235-.547.445-.758l8.61-8.61Zm.176 4.823L9.75 4.81l-6.286 6.287a.253.253 0 0 0-.064.108l-.558 1.953 1.953-.558a.253.253 0 0 0 .108-.064Zm1.238-3.763a.25.25 0 0 0-.354 0L10.811 3.75l1.439 1.44 1.263-1.263a.25.25 0 0 0 0-.354Z"></path>
</svg>
</template>
<template id="copilot-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copilot">
<path d="M7.998 15.035c-4.562 0-7.873-2.914-7.998-3.749V9.338c.085-.628.677-1.686 1.588-2.065.013-.07.024-.143.036-.218.029-.183.06-.384.126-.612-.201-.508-.254-1.084-.254-1.656 0-.87.128-1.769.693-2.484.579-.733 1.494-1.124 2.724-1.261 1.206-.134 2.262.034 2.944.765.05.053.096.108.139.165.044-.057.094-.112.143-.165.682-.731 1.738-.899 2.944-.765 1.23.137 2.145.528 2.724 1.261.566.715.693 1.614.693 2.484 0 .572-.053 1.148-.254 1.656.066.228.098.429.126.612.012.076.024.148.037.218.924.385 1.522 1.471 1.591 2.095v1.872c0 .766-3.351 3.795-8.002 3.795Zm0-1.485c2.28 0 4.584-1.11 5.002-1.433V7.862l-.023-.116c-.49.21-1.075.291-1.727.291-1.146 0-2.059-.327-2.71-.991A3.222 3.222 0 0 1 8 6.303a3.24 3.24 0 0 1-.544.743c-.65.664-1.563.991-2.71.991-.652 0-1.236-.081-1.727-.291l-.023.116v4.255c.419.323 2.722 1.433 5.002 1.433ZM6.762 2.83c-.193-.206-.637-.413-1.682-.297-1.019.113-1.479.404-1.713.7-.247.312-.369.789-.369 1.554 0 .793.129 1.171.308 1.371.162.181.519.379 1.442.379.853 0 1.339-.235 1.638-.54.315-.322.527-.827.617-1.553.117-.935-.037-1.395-.241-1.614Zm4.155-.297c-1.044-.116-1.488.091-1.681.297-.204.219-.359.679-.242 1.614.091.726.303 1.231.618 1.553.299.305.784.54 1.638.54.922 0 1.28-.198 1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Z"></path><path d="M6.25 9.037a.75.75 0 0 1 .75.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 .75-.75Zm4.25.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 1.5 0Z"></path>
</svg>
</template>
<div class="position-relative">
<ul
role="listbox"
class="ActionListWrap QueryBuilder-ListWrap"
aria-label="Suggestions"
data-action="
combobox-commit:query-builder#comboboxCommit
mousedown:query-builder#resultsMousedown
"
data-target="query-builder.resultsList"
data-persist-list=false
id="query-builder-test-results"
></ul>
</div>
<div class="FormControl-inlineValidation" id="validation-9a968cc1-eacd-439b-b7a2-b30f65a6c4b3" hidden="hidden">
<span class="FormControl-inlineValidation--visual">
<svg aria-hidden="true" height="12" viewBox="0 0 12 12" version="1.1" width="12" data-view-component="true" class="octicon octicon-alert-fill">
<path d="M4.855.708c.5-.896 1.79-.896 2.29 0l4.675 8.351a1.312 1.312 0 0 1-1.146 1.954H1.33A1.313 1.313 0 0 1 .183 9.058ZM7 7V3H5v4Zm-1 3a1 1 0 1 0 0-2 1 1 0 0 0 0 2Z"></path>
</svg>
</span>
<span></span>
</div> </div>
<div data-target="query-builder.screenReaderFeedback" aria-live="polite" aria-atomic="true" class="sr-only"></div>
</query-builder></form>
<div class="d-flex flex-row color-fg-muted px-3 text-small color-bg-default search-feedback-prompt">
<a target="_blank" href="https://docs.github.com/en/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2">
Search syntax tips
</a> <div class="d-flex flex-1"></div>
</div>
</div>
</div>
</div>
</modal-dialog></div>
</div>
<div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div>
<div class="color-fg-default">
<div class="Overlay--hidden Overlay-backdrop--center" data-modal-dialog-overlay>
<modal-dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" role="dialog" id="feedback-dialog" aria-modal="true" aria-disabled="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade">
<div data-view-component="true" class="Overlay-header">
<div class="Overlay-headerContentWrap">
<div class="Overlay-titleWrap">
<h1 class="Overlay-title " id="feedback-dialog-title">
Provide feedback
</h1>
</div>
<div class="Overlay-actionWrap">
<button data-close-dialog-id="feedback-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
<path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
</svg></button>
</div>
</div>
</div>
<div data-view-component="true" class="Overlay-body"> <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="kZYdrOV31sAQIxtocVTliw4hwbGgbjGjFvDuE/mHjtb/RIDzAmMeH+ACN+8KO9ga9JfE6M6OymSp77SaDPkqag==" />
<p>We read every piece of feedback, and take your input very seriously.</p>
<textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea>
<input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox">
<label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label>
</form></div>
<div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel
</button>
<button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback
</button>
</div>
</modal-dialog></div>
<custom-scopes data-target="qbsearch-input.customScopesManager">
<div class="Overlay--hidden Overlay-backdrop--center" data-modal-dialog-overlay>
<modal-dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" role="dialog" id="custom-scopes-dialog" aria-modal="true" aria-disabled="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade">
<div data-view-component="true" class="Overlay-header Overlay-header--divided">
<div class="Overlay-headerContentWrap">
<div class="Overlay-titleWrap">
<h1 class="Overlay-title " id="custom-scopes-dialog-title">
Saved searches
</h1>
<h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2>
</div>
<div class="Overlay-actionWrap">
<button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
<path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
</svg></button>
</div>
</div>
</div>
<div data-view-component="true" class="Overlay-body"> <div data-target="custom-scopes.customScopesModalDialogFlash"></div>
<div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm">
<!-- '"` --><!-- </textarea></xmp> --></option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="KTFgLN+ystTzEeBm1kLT9Ya7/kNpw0PPdoWkFCb8kQG2WoeGLXR9dzuMOt/h6diVjXudRv9dY/u/Nv9CVvGOPw==" />
<div data-target="custom-scopes.customScopesModalDialogFlash"></div>
<input type="hidden" id="custom_scope_id" name="custom_scope_id" data-target="custom-scopes.customScopesIdField">
<div class="form-group">
<label for="custom_scope_name">Name</label>
<auto-check src="/search/custom_scopes/check_name" required>
<input
type="text"
name="custom_scope_name"
id="custom_scope_name"
data-target="custom-scopes.customScopesNameField"
class="form-control"
autocomplete="off"
placeholder="github-ruby"
required
maxlength="50">
<input type="hidden" data-csrf="true" value="xNX7ZpwY+1ydipPf4RB7FPbLdxRdmlb/Lm0aFcKJmDUOTuX3fDyfMdqFCN2e751vvSpNKlhGwHJVnQkJx462Zw==" />
</auto-check>
</div>
<div class="form-group">
<label for="custom_scope_query">Query</label>
<input
type="text"
name="custom_scope_query"
id="custom_scope_query"
data-target="custom-scopes.customScopesQueryField"
class="form-control"
autocomplete="off"
placeholder="(repo:mona/a OR repo:mona/b) AND lang:python"
required
maxlength="500">
</div>
<p class="text-small color-fg-muted">
To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/en/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>.
</p>
</form> </div>
<div data-target="custom-scopes.manageCustomScopesForm">
<div data-target="custom-scopes.list"></div>
</div>
</div>
<div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided"> <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn"> Cancel
</button>
<button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn"> Create saved search
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Releases"},{"level":3,"text":"FLORES-101","anchor":"flores-101","htmlText":"FLORES-101"},{"level":3,"text":"FLORESv1","anchor":"floresv1","htmlText":"FLORESv1"},{"level":2,"text":"Citation","anchor":"citation","htmlText":"Citation"}],"lineInfo":{"truncatedLoc":"438","truncatedSloc":"397"},"mode":"file"},"image":false,"isCodeownersFile":null,"isPlain":false,"isValidLegacyIssueTemplate":false,"issueTemplateHelpUrl":"https://docs.github.com/articles/about-issue-and-pull-request-templates","issueTemplate":null,"discussionTemplate":null,"language":"Markdown","languageID":222,"large":false,"loggedIn":false,"newDiscussionPath":"/facebookresearch/flores/discussions/new","newIssuePath":"/facebookresearch/flores/issues/new","planSupportInfo":{"repoIsFork":null,"repoOwnedByCurrentUser":null,"requestFullPath":"/facebookresearch/flores/blob/main/flores200/README.md","showFreeOrgGatedFeatureMessage":null,"showPlanSupportBanner":null,"upgradeDataAttributes":null,"upgradePath":null},"publishBannersInfo":{"dismissActionNoticePath":"/settings/dismiss-notice/publish_action_from_dockerfile","dismissStackNoticePath":"/settings/dismiss-notice/publish_stack_from_file","releasePath":"/facebookresearch/flores/releases/new?marketplace=true","showPublishActionBanner":false,"showPublishStackBanner":false},"rawBlobUrl":"https://github.com/facebookresearch/flores/raw/main/flores200/README.md","renderImageOrRaw":false,"richText":"\u003carticle class=\"markdown-body entry-content container-lg\" itemprop=\"text\"\u003e\u003cp align=\"center\" dir=\"auto\"\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/facebookresearch/flores/blob/main/flores200/NLLB_GITHUB_BANNER_Flores.png\"\u003e\u003cimg src=\"/facebookresearch/flores/raw/main/flores200/NLLB_GITHUB_BANNER_Flores.png\" width=\"700\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/p\u003e\n\u003chr\u003e\n\u003ch1 tabindex=\"-1\" dir=\"auto\"\u003e\u003ca id=\"user-content-the-flores-200-evaluation-benchmark-for-low-resource-and-multilingual-machine-translation\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#the-flores-200-evaluation-benchmark-for-low-resource-and-multilingual-machine-translation\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003eThe FLORES-200 Evaluation Benchmark for Low-Resource and Multilingual Machine Translation\u003c/h1\u003e\n\u003cp dir=\"auto\"\u003eThe creation of FLORES-200 doubles the existing language coverage of FLORES-101. Given the nature of the new languages, which have less standardization and require more specialized professional translations, the verification process became more complex. This required modifications to the translation workflow. FLORES-200 has several languages which were not translated from English. Specifically, several languages were translated from Spanish, French, Russian and Modern Standard Arabic. Moreover, FLORES-200 also includes two script alternatives for four languages.\u003c/p\u003e\n\u003chr\u003e\n\u003ch2 tabindex=\"-1\" dir=\"auto\"\u003e\u003ca id=\"user-content-composition\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#composition\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003eComposition\u003c/h2\u003e\n\u003cp dir=\"auto\"\u003eFLORES-200 consists of translations from 842 distinct web articles, totaling\n3001 sentences. These sentences are divided into three splits: dev, devtest, and test (hidden). On average, sentences are approximately 21 words long.\u003c/p\u003e\n\u003ch2 tabindex=\"-1\" dir=\"auto\"\u003e\u003ca id=\"user-content-download\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#download\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003eDownload\u003c/h2\u003e\n\u003cp dir=\"auto\"\u003e\u003cg-emoji class=\"g-emoji\" alias=\"warning\"\u003e⚠️\u003c/g-emoji\u003e This repository is no longer being updated \u003cg-emoji class=\"g-emoji\" alias=\"warning\"\u003e⚠️\u003c/g-emoji\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eFor newer versions of this dataset\u003c/strong\u003e, see \u003ca href=\"https://github.com/openlanguagedata/flores\"\u003ehttps://github.com/openlanguagedata/flores\u003c/a\u003e and \u003ca href=\"https://www.oldi.org\" rel=\"nofollow\"\u003ehttps://www.oldi.org\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe original version of the dataset can still be downloaded \u003ca href=\"https://tinyurl.com/flores200dataset\" rel=\"nofollow\"\u003ehere\u003c/a\u003e and is also available on HuggingFace \u003ca href=\"https://huggingface.co/datasets/facebook/flores\" rel=\"nofollow\"\u003ehere\u003c/a\u003e.\u003c/p\u003e\n\u003ch2 tabindex=\"-1\" dir=\"auto\"\u003e\u003ca id=\"user-content-spm-and-dictionary\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#spm-and-dictionary\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003eSPM and Dictionary\u003c/h2\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eDictionary Download \u003ca href=\"https://tinyurl.com/nllb200dictionary\" rel=\"nofollow\"\u003ehere\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003eSPM Model Download \u003ca href=\"https://tinyurl.com/flores200sacrebleuspm\" rel=\"nofollow\"\u003ehere\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 tabindex=\"-1\" dir=\"auto\"\u003e\u003ca id=\"user-content-example-sentencepiece-usage\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#example-sentencepiece-usage\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003eExample SentencePiece Usage\u003c/h3\u003e\n\u003cp dir=\"auto\"\u003eNote: Install SentencePiece from \u003ca href=\"https://github.com/google/sentencepiece\"\u003ehere\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"flores_dataset=/path/to/flores_dataset\nfairseq=/path/to/fairseq\ncd $fairseq\n\npython scripts/spm_encode.py \\\n --model flores_spm_model_here \\\n --output_format=piece \\\n --inputs=data_input_path_here \\\n --outputs=data_output_path_here\"\u003e\u003cpre\u003eflores_dataset=/path/to/flores_dataset\nfairseq=/path/to/fairseq\n\u003cspan class=\"pl-c1\"\u003ecd\u003c/span\u003e \u003cspan class=\"pl-smi\"\u003e$fairseq\u003c/span\u003e\n\npython scripts/spm_encode.py \\\n --model flores_spm_model_here \\\n --output_format=piece \\\n --inputs=data_input_path_here \\\n --outputs=data_output_path_here\u003c/pre\u003e\u003c/div\u003e\n\u003ch2 tabindex=\"-1\" dir=\"auto\"\u003e\u003ca id=\"user-content-evaluation\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#evaluation\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003eEvaluation\u003c/h2\u003e\n\u003cp dir=\"auto\"\u003eWe primarily evaluate with chrf++:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"sacrebleu -m chrf --chrf-word-order 2 {ref_file} \u0026lt; {hyp_file}\"\u003e\u003cpre\u003esacrebleu -m chrf --chrf-word-order 2 {ref_file} \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003e {hyp_file}\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eand also evaluate with spBLEU:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# tokenize with SPM\npython scripts/spm_encode.py \\\n --model flores_spm_model_here \\\n --output_format=piece \\\n --inputs={untok_hyp_file} \\\n --outputs={hyp_file}\n\n# calculate with sacrebleu\ncat {hyp_file} | sacrebleu {ref_file}\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e tokenize with SPM\u003c/span\u003e\npython scripts/spm_encode.py \\\n --model flores_spm_model_here \\\n --output_format=piece \\\n --inputs={untok_hyp_file} \\\n --outputs={hyp_file}\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e calculate with sacrebleu\u003c/span\u003e\ncat {hyp_file} \u003cspan class=\"pl-k\"\u003e|\u003c/span\u003e sacrebleu {ref_file}\u003c/pre\u003e\u003c/div\u003e\n\u003ch2 tabindex=\"-1\" dir=\"auto\"\u003e\u003ca id=\"user-content-languages-in-flores-200\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#languages-in-flores-200\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003eLanguages in FLORES-200\u003c/h2\u003e\n\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003eLanguage\u003c/th\u003e\n\u003cth\u003eFLORES-200 code\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003eAcehnese (Arabic script)\u003c/td\u003e\n\u003ctd\u003eace_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eAcehnese (Latin script)\u003c/td\u003e\n\u003ctd\u003eace_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMesopotamian Arabic\u003c/td\u003e\n\u003ctd\u003eacm_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTa’izzi-Adeni Arabic\u003c/td\u003e\n\u003ctd\u003eacq_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTunisian Arabic\u003c/td\u003e\n\u003ctd\u003eaeb_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eAfrikaans\u003c/td\u003e\n\u003ctd\u003eafr_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSouth Levantine Arabic\u003c/td\u003e\n\u003ctd\u003eajp_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eAkan\u003c/td\u003e\n\u003ctd\u003eaka_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eAmharic\u003c/td\u003e\n\u003ctd\u003eamh_Ethi\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNorth Levantine Arabic\u003c/td\u003e\n\u003ctd\u003eapc_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eModern Standard Arabic\u003c/td\u003e\n\u003ctd\u003earb_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eModern Standard Arabic (Romanized)\u003c/td\u003e\n\u003ctd\u003earb_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNajdi Arabic\u003c/td\u003e\n\u003ctd\u003ears_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMoroccan Arabic\u003c/td\u003e\n\u003ctd\u003eary_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eEgyptian Arabic\u003c/td\u003e\n\u003ctd\u003earz_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eAssamese\u003c/td\u003e\n\u003ctd\u003easm_Beng\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eAsturian\u003c/td\u003e\n\u003ctd\u003east_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eAwadhi\u003c/td\u003e\n\u003ctd\u003eawa_Deva\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eCentral Aymara\u003c/td\u003e\n\u003ctd\u003eayr_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSouth Azerbaijani\u003c/td\u003e\n\u003ctd\u003eazb_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNorth Azerbaijani\u003c/td\u003e\n\u003ctd\u003eazj_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBashkir\u003c/td\u003e\n\u003ctd\u003ebak_Cyrl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBambara\u003c/td\u003e\n\u003ctd\u003ebam_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBalinese\u003c/td\u003e\n\u003ctd\u003eban_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBelarusian\u003c/td\u003e\n\u003ctd\u003ebel_Cyrl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBemba\u003c/td\u003e\n\u003ctd\u003ebem_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBengali\u003c/td\u003e\n\u003ctd\u003eben_Beng\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBhojpuri\u003c/td\u003e\n\u003ctd\u003ebho_Deva\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBanjar (Arabic script)\u003c/td\u003e\n\u003ctd\u003ebjn_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBanjar (Latin script)\u003c/td\u003e\n\u003ctd\u003ebjn_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eStandard Tibetan\u003c/td\u003e\n\u003ctd\u003ebod_Tibt\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBosnian\u003c/td\u003e\n\u003ctd\u003ebos_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBuginese\u003c/td\u003e\n\u003ctd\u003ebug_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBulgarian\u003c/td\u003e\n\u003ctd\u003ebul_Cyrl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eCatalan\u003c/td\u003e\n\u003ctd\u003ecat_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eCebuano\u003c/td\u003e\n\u003ctd\u003eceb_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eCzech\u003c/td\u003e\n\u003ctd\u003eces_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eChokwe\u003c/td\u003e\n\u003ctd\u003ecjk_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eCentral Kurdish\u003c/td\u003e\n\u003ctd\u003eckb_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eCrimean Tatar\u003c/td\u003e\n\u003ctd\u003ecrh_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eWelsh\u003c/td\u003e\n\u003ctd\u003ecym_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eDanish\u003c/td\u003e\n\u003ctd\u003edan_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eGerman\u003c/td\u003e\n\u003ctd\u003edeu_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSouthwestern Dinka\u003c/td\u003e\n\u003ctd\u003edik_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eDyula\u003c/td\u003e\n\u003ctd\u003edyu_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eDzongkha\u003c/td\u003e\n\u003ctd\u003edzo_Tibt\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eGreek\u003c/td\u003e\n\u003ctd\u003eell_Grek\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eEnglish\u003c/td\u003e\n\u003ctd\u003eeng_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eEsperanto\u003c/td\u003e\n\u003ctd\u003eepo_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eEstonian\u003c/td\u003e\n\u003ctd\u003eest_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBasque\u003c/td\u003e\n\u003ctd\u003eeus_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eEwe\u003c/td\u003e\n\u003ctd\u003eewe_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFaroese\u003c/td\u003e\n\u003ctd\u003efao_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFijian\u003c/td\u003e\n\u003ctd\u003efij_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFinnish\u003c/td\u003e\n\u003ctd\u003efin_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFon\u003c/td\u003e\n\u003ctd\u003efon_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFrench\u003c/td\u003e\n\u003ctd\u003efra_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFriulian\u003c/td\u003e\n\u003ctd\u003efur_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNigerian Fulfulde\u003c/td\u003e\n\u003ctd\u003efuv_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eScottish Gaelic\u003c/td\u003e\n\u003ctd\u003egla_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eIrish\u003c/td\u003e\n\u003ctd\u003egle_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eGalician\u003c/td\u003e\n\u003ctd\u003eglg_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eGuarani\u003c/td\u003e\n\u003ctd\u003egrn_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eGujarati\u003c/td\u003e\n\u003ctd\u003eguj_Gujr\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eHaitian Creole\u003c/td\u003e\n\u003ctd\u003ehat_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eHausa\u003c/td\u003e\n\u003ctd\u003ehau_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eHebrew\u003c/td\u003e\n\u003ctd\u003eheb_Hebr\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eHindi\u003c/td\u003e\n\u003ctd\u003ehin_Deva\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eChhattisgarhi\u003c/td\u003e\n\u003ctd\u003ehne_Deva\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eCroatian\u003c/td\u003e\n\u003ctd\u003ehrv_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eHungarian\u003c/td\u003e\n\u003ctd\u003ehun_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eArmenian\u003c/td\u003e\n\u003ctd\u003ehye_Armn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eIgbo\u003c/td\u003e\n\u003ctd\u003eibo_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eIlocano\u003c/td\u003e\n\u003ctd\u003eilo_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eIndonesian\u003c/td\u003e\n\u003ctd\u003eind_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eIcelandic\u003c/td\u003e\n\u003ctd\u003eisl_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eItalian\u003c/td\u003e\n\u003ctd\u003eita_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eJavanese\u003c/td\u003e\n\u003ctd\u003ejav_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eJapanese\u003c/td\u003e\n\u003ctd\u003ejpn_Jpan\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKabyle\u003c/td\u003e\n\u003ctd\u003ekab_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eJingpho\u003c/td\u003e\n\u003ctd\u003ekac_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKamba\u003c/td\u003e\n\u003ctd\u003ekam_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKannada\u003c/td\u003e\n\u003ctd\u003ekan_Knda\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKashmiri (Arabic script)\u003c/td\u003e\n\u003ctd\u003ekas_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKashmiri (Devanagari script)\u003c/td\u003e\n\u003ctd\u003ekas_Deva\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eGeorgian\u003c/td\u003e\n\u003ctd\u003ekat_Geor\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eCentral Kanuri (Arabic script)\u003c/td\u003e\n\u003ctd\u003eknc_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eCentral Kanuri (Latin script)\u003c/td\u003e\n\u003ctd\u003eknc_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKazakh\u003c/td\u003e\n\u003ctd\u003ekaz_Cyrl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKabiyè\u003c/td\u003e\n\u003ctd\u003ekbp_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKabuverdianu\u003c/td\u003e\n\u003ctd\u003ekea_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKhmer\u003c/td\u003e\n\u003ctd\u003ekhm_Khmr\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKikuyu\u003c/td\u003e\n\u003ctd\u003ekik_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKinyarwanda\u003c/td\u003e\n\u003ctd\u003ekin_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKyrgyz\u003c/td\u003e\n\u003ctd\u003ekir_Cyrl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKimbundu\u003c/td\u003e\n\u003ctd\u003ekmb_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNorthern Kurdish\u003c/td\u003e\n\u003ctd\u003ekmr_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKikongo\u003c/td\u003e\n\u003ctd\u003ekon_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKorean\u003c/td\u003e\n\u003ctd\u003ekor_Hang\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eLao\u003c/td\u003e\n\u003ctd\u003elao_Laoo\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eLigurian\u003c/td\u003e\n\u003ctd\u003elij_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eLimburgish\u003c/td\u003e\n\u003ctd\u003elim_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eLingala\u003c/td\u003e\n\u003ctd\u003elin_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eLithuanian\u003c/td\u003e\n\u003ctd\u003elit_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eLombard\u003c/td\u003e\n\u003ctd\u003elmo_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eLatgalian\u003c/td\u003e\n\u003ctd\u003eltg_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eLuxembourgish\u003c/td\u003e\n\u003ctd\u003eltz_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eLuba-Kasai\u003c/td\u003e\n\u003ctd\u003elua_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eGanda\u003c/td\u003e\n\u003ctd\u003elug_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eLuo\u003c/td\u003e\n\u003ctd\u003eluo_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMizo\u003c/td\u003e\n\u003ctd\u003elus_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eStandard Latvian\u003c/td\u003e\n\u003ctd\u003elvs_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMagahi\u003c/td\u003e\n\u003ctd\u003emag_Deva\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMaithili\u003c/td\u003e\n\u003ctd\u003emai_Deva\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMalayalam\u003c/td\u003e\n\u003ctd\u003emal_Mlym\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMarathi\u003c/td\u003e\n\u003ctd\u003emar_Deva\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMinangkabau (Arabic script)\u003c/td\u003e\n\u003ctd\u003emin_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMinangkabau (Latin script)\u003c/td\u003e\n\u003ctd\u003emin_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMacedonian\u003c/td\u003e\n\u003ctd\u003emkd_Cyrl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePlateau Malagasy\u003c/td\u003e\n\u003ctd\u003eplt_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMaltese\u003c/td\u003e\n\u003ctd\u003emlt_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMeitei (Bengali script)\u003c/td\u003e\n\u003ctd\u003emni_Beng\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eHalh Mongolian\u003c/td\u003e\n\u003ctd\u003ekhk_Cyrl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMossi\u003c/td\u003e\n\u003ctd\u003emos_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMaori\u003c/td\u003e\n\u003ctd\u003emri_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBurmese\u003c/td\u003e\n\u003ctd\u003emya_Mymr\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eDutch\u003c/td\u003e\n\u003ctd\u003enld_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNorwegian Nynorsk\u003c/td\u003e\n\u003ctd\u003enno_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNorwegian Bokmål\u003c/td\u003e\n\u003ctd\u003enob_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNepali\u003c/td\u003e\n\u003ctd\u003enpi_Deva\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNorthern Sotho\u003c/td\u003e\n\u003ctd\u003enso_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNuer\u003c/td\u003e\n\u003ctd\u003enus_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNyanja\u003c/td\u003e\n\u003ctd\u003enya_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eOccitan\u003c/td\u003e\n\u003ctd\u003eoci_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eWest Central Oromo\u003c/td\u003e\n\u003ctd\u003egaz_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eOdia\u003c/td\u003e\n\u003ctd\u003eory_Orya\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePangasinan\u003c/td\u003e\n\u003ctd\u003epag_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eEastern Panjabi\u003c/td\u003e\n\u003ctd\u003epan_Guru\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePapiamento\u003c/td\u003e\n\u003ctd\u003epap_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eWestern Persian\u003c/td\u003e\n\u003ctd\u003epes_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePolish\u003c/td\u003e\n\u003ctd\u003epol_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePortuguese\u003c/td\u003e\n\u003ctd\u003epor_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eDari\u003c/td\u003e\n\u003ctd\u003eprs_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSouthern Pashto\u003c/td\u003e\n\u003ctd\u003epbt_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eAyacucho Quechua\u003c/td\u003e\n\u003ctd\u003equy_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eRomanian\u003c/td\u003e\n\u003ctd\u003eron_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eRundi\u003c/td\u003e\n\u003ctd\u003erun_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eRussian\u003c/td\u003e\n\u003ctd\u003erus_Cyrl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSango\u003c/td\u003e\n\u003ctd\u003esag_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSanskrit\u003c/td\u003e\n\u003ctd\u003esan_Deva\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSantali\u003c/td\u003e\n\u003ctd\u003esat_Olck\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSicilian\u003c/td\u003e\n\u003ctd\u003escn_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eShan\u003c/td\u003e\n\u003ctd\u003eshn_Mymr\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSinhala\u003c/td\u003e\n\u003ctd\u003esin_Sinh\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSlovak\u003c/td\u003e\n\u003ctd\u003eslk_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSlovenian\u003c/td\u003e\n\u003ctd\u003eslv_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSamoan\u003c/td\u003e\n\u003ctd\u003esmo_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eShona\u003c/td\u003e\n\u003ctd\u003esna_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSindhi\u003c/td\u003e\n\u003ctd\u003esnd_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSomali\u003c/td\u003e\n\u003ctd\u003esom_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSouthern Sotho\u003c/td\u003e\n\u003ctd\u003esot_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSpanish\u003c/td\u003e\n\u003ctd\u003espa_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTosk Albanian\u003c/td\u003e\n\u003ctd\u003eals_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSardinian\u003c/td\u003e\n\u003ctd\u003esrd_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSerbian\u003c/td\u003e\n\u003ctd\u003esrp_Cyrl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSwati\u003c/td\u003e\n\u003ctd\u003essw_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSundanese\u003c/td\u003e\n\u003ctd\u003esun_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSwedish\u003c/td\u003e\n\u003ctd\u003eswe_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSwahili\u003c/td\u003e\n\u003ctd\u003eswh_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSilesian\u003c/td\u003e\n\u003ctd\u003eszl_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTamil\u003c/td\u003e\n\u003ctd\u003etam_Taml\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTatar\u003c/td\u003e\n\u003ctd\u003etat_Cyrl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTelugu\u003c/td\u003e\n\u003ctd\u003etel_Telu\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTajik\u003c/td\u003e\n\u003ctd\u003etgk_Cyrl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTagalog\u003c/td\u003e\n\u003ctd\u003etgl_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eThai\u003c/td\u003e\n\u003ctd\u003etha_Thai\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTigrinya\u003c/td\u003e\n\u003ctd\u003etir_Ethi\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTamasheq (Latin script)\u003c/td\u003e\n\u003ctd\u003etaq_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTamasheq (Tifinagh script)\u003c/td\u003e\n\u003ctd\u003etaq_Tfng\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTok Pisin\u003c/td\u003e\n\u003ctd\u003etpi_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTswana\u003c/td\u003e\n\u003ctd\u003etsn_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTsonga\u003c/td\u003e\n\u003ctd\u003etso_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTurkmen\u003c/td\u003e\n\u003ctd\u003etuk_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTumbuka\u003c/td\u003e\n\u003ctd\u003etum_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTurkish\u003c/td\u003e\n\u003ctd\u003etur_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTwi\u003c/td\u003e\n\u003ctd\u003etwi_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eCentral Atlas Tamazight\u003c/td\u003e\n\u003ctd\u003etzm_Tfng\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eUyghur\u003c/td\u003e\n\u003ctd\u003euig_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eUkrainian\u003c/td\u003e\n\u003ctd\u003eukr_Cyrl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eUmbundu\u003c/td\u003e\n\u003ctd\u003eumb_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eUrdu\u003c/td\u003e\n\u003ctd\u003eurd_Arab\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNorthern Uzbek\u003c/td\u003e\n\u003ctd\u003euzn_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eVenetian\u003c/td\u003e\n\u003ctd\u003evec_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eVietnamese\u003c/td\u003e\n\u003ctd\u003evie_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eWaray\u003c/td\u003e\n\u003ctd\u003ewar_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eWolof\u003c/td\u003e\n\u003ctd\u003ewol_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eXhosa\u003c/td\u003e\n\u003ctd\u003exho_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eEastern Yiddish\u003c/td\u003e\n\u003ctd\u003eydd_Hebr\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eYoruba\u003c/td\u003e\n\u003ctd\u003eyor_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eYue Chinese\u003c/td\u003e\n\u003ctd\u003eyue_Hant\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eChinese (Simplified)\u003c/td\u003e\n\u003ctd\u003ezho_Hans\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eChinese (Traditional)\u003c/td\u003e\n\u003ctd\u003ezho_Hant\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eStandard Malay\u003c/td\u003e\n\u003ctd\u003ezsm_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eZulu\u003c/td\u003e\n\u003ctd\u003ezul_Latn\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\n\u003ch2 tabindex=\"-1\" dir=\"auto\"\u003e\u003ca id=\"user-content-updates-to-previous-languages\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#updates-to-previous-languages\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003eUpdates to Previous Languages\u003c/h2\u003e\n\u003cp dir=\"auto\"\u003eBased on feedback and further Q/A, we've improved the quality of several languages:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eQuechua (quy_Latn)\u003c/li\u003e\n\u003cli\u003eAymara (ayr_Latn)\u003c/li\u003e\n\u003cli\u003eCebuano (ceb_Latn)\u003c/li\u003e\n\u003cli\u003eKimbundu (kmb_Latn)\u003c/li\u003e\n\u003cli\u003eUmbundu (umb_Latn)\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eAs a result, the results between FLORES-101 and FLORES-200 for these languages will differ slightly.\u003c/p\u003e\n\u003ch3 tabindex=\"-1\" dir=\"auto\"\u003e\u003ca id=\"user-content-map-between-flores-101-language-codes-and-flores-200-language-codes\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#map-between-flores-101-language-codes-and-flores-200-language-codes\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003eMap between FLORES-101 Language Codes and FLORES-200 Language Codes\u003c/h3\u003e\n\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003eFLORES-200 code\u003c/th\u003e\n\u003cth\u003eFLORES-101 code\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003eafr_Latn\u003c/td\u003e\n\u003ctd\u003eafr\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eamh_Ethi\u003c/td\u003e\n\u003ctd\u003eamh\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003earb_Arab\u003c/td\u003e\n\u003ctd\u003eara\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003easm_Beng\u003c/td\u003e\n\u003ctd\u003easm\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003east_Latn\u003c/td\u003e\n\u003ctd\u003east\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eazj_Latn\u003c/td\u003e\n\u003ctd\u003eazj\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ebel_Cyrl\u003c/td\u003e\n\u003ctd\u003ebel\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eben_Beng\u003c/td\u003e\n\u003ctd\u003eben\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ebos_Latn\u003c/td\u003e\n\u003ctd\u003ebos\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ebul_Cyrl\u003c/td\u003e\n\u003ctd\u003ebul\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ecat_Latn\u003c/td\u003e\n\u003ctd\u003ecat\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eceb_Latn\u003c/td\u003e\n\u003ctd\u003eceb\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eces_Latn\u003c/td\u003e\n\u003ctd\u003eces\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eckb_Arab\u003c/td\u003e\n\u003ctd\u003eckb\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ecym_Latn\u003c/td\u003e\n\u003ctd\u003ecym\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003edan_Latn\u003c/td\u003e\n\u003ctd\u003edan\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003edeu_Latn\u003c/td\u003e\n\u003ctd\u003edeu\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eell_Grek\u003c/td\u003e\n\u003ctd\u003eell\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eeng_Latn\u003c/td\u003e\n\u003ctd\u003eeng\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eest_Latn\u003c/td\u003e\n\u003ctd\u003eest\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003efin_Latn\u003c/td\u003e\n\u003ctd\u003efin\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003efra_Latn\u003c/td\u003e\n\u003ctd\u003efra\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003efuv_Latn\u003c/td\u003e\n\u003ctd\u003eful\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003egle_Latn\u003c/td\u003e\n\u003ctd\u003egle\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eglg_Latn\u003c/td\u003e\n\u003ctd\u003eglg\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eguj_Gujr\u003c/td\u003e\n\u003ctd\u003eguj\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ehau_Latn\u003c/td\u003e\n\u003ctd\u003ehau\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eheb_Hebr\u003c/td\u003e\n\u003ctd\u003eheb\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ehin_Deva\u003c/td\u003e\n\u003ctd\u003ehin\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ehrv_Latn\u003c/td\u003e\n\u003ctd\u003ehrv\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ehun_Latn\u003c/td\u003e\n\u003ctd\u003ehun\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ehye_Armn\u003c/td\u003e\n\u003ctd\u003ehye\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eibo_Latn\u003c/td\u003e\n\u003ctd\u003eibo\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eind_Latn\u003c/td\u003e\n\u003ctd\u003eind\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eisl_Latn\u003c/td\u003e\n\u003ctd\u003eisl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eita_Latn\u003c/td\u003e\n\u003ctd\u003eita\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ejav_Latn\u003c/td\u003e\n\u003ctd\u003ejav\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ejpn_Jpan\u003c/td\u003e\n\u003ctd\u003ejpn\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ekam_Latn\u003c/td\u003e\n\u003ctd\u003ekam\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ekan_Knda\u003c/td\u003e\n\u003ctd\u003ekan\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ekat_Geor\u003c/td\u003e\n\u003ctd\u003ekat\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ekaz_Cyrl\u003c/td\u003e\n\u003ctd\u003ekaz\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ekhm_Khmr\u003c/td\u003e\n\u003ctd\u003ekhm\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ekir_Cyrl\u003c/td\u003e\n\u003ctd\u003ekir\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ekor_Hang\u003c/td\u003e\n\u003ctd\u003ekor\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003elao_Laoo\u003c/td\u003e\n\u003ctd\u003elao\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003elij_Latn\u003c/td\u003e\n\u003ctd\u003eLatvian\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003elim_Latn\u003c/td\u003e\n\u003ctd\u003ekea\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003elin_Latn\u003c/td\u003e\n\u003ctd\u003elin\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003elit_Latn\u003c/td\u003e\n\u003ctd\u003elit\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eltz_Latn\u003c/td\u003e\n\u003ctd\u003eltz\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003elug_Latn\u003c/td\u003e\n\u003ctd\u003elug\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eluo_Latn\u003c/td\u003e\n\u003ctd\u003eluo\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003elvs_Latn\u003c/td\u003e\n\u003ctd\u003elav\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003emal_Mlym\u003c/td\u003e\n\u003ctd\u003emal\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003emar_Deva\u003c/td\u003e\n\u003ctd\u003emar\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003emkd_Cyrl\u003c/td\u003e\n\u003ctd\u003emkd\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003emlt_Latn\u003c/td\u003e\n\u003ctd\u003emlt\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ekhk_Cyrl\u003c/td\u003e\n\u003ctd\u003emon\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003emri_Latn\u003c/td\u003e\n\u003ctd\u003emri\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003emya_Mymr\u003c/td\u003e\n\u003ctd\u003emya\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003enld_Latn\u003c/td\u003e\n\u003ctd\u003enld\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003enob_Latn\u003c/td\u003e\n\u003ctd\u003enob\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003enpi_Deva\u003c/td\u003e\n\u003ctd\u003enpi\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003enso_Latn\u003c/td\u003e\n\u003ctd\u003enso\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003enya_Latn\u003c/td\u003e\n\u003ctd\u003enya\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eoci_Latn\u003c/td\u003e\n\u003ctd\u003eoci\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003egaz_Latn\u003c/td\u003e\n\u003ctd\u003eorm\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eory_Orya\u003c/td\u003e\n\u003ctd\u003eory\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003epan_Guru\u003c/td\u003e\n\u003ctd\u003epan\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003epes_Arab\u003c/td\u003e\n\u003ctd\u003efas\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003epol_Latn\u003c/td\u003e\n\u003ctd\u003epol\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003epor_Latn\u003c/td\u003e\n\u003ctd\u003epor\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003epbt_Arab\u003c/td\u003e\n\u003ctd\u003epus\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eron_Latn\u003c/td\u003e\n\u003ctd\u003eron\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003erus_Cyrl\u003c/td\u003e\n\u003ctd\u003erus\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eslk_Latn\u003c/td\u003e\n\u003ctd\u003eslk\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003esna_Latn\u003c/td\u003e\n\u003ctd\u003esna\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003esnd_Arab\u003c/td\u003e\n\u003ctd\u003esnd\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003esom_Latn\u003c/td\u003e\n\u003ctd\u003esom\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003espa_Latn\u003c/td\u003e\n\u003ctd\u003espa\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003esrp_Cyrl\u003c/td\u003e\n\u003ctd\u003esrp\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eswe_Latn\u003c/td\u003e\n\u003ctd\u003eswe\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eswh_Latn\u003c/td\u003e\n\u003ctd\u003eswh\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003etam_Taml\u003c/td\u003e\n\u003ctd\u003etam\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003etel_Telu\u003c/td\u003e\n\u003ctd\u003etel\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003etgk_Cyrl\u003c/td\u003e\n\u003ctd\u003etgk\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003etgl_Latn\u003c/td\u003e\n\u003ctd\u003etgl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003etha_Thai\u003c/td\u003e\n\u003ctd\u003etha\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003etur_Latn\u003c/td\u003e\n\u003ctd\u003etur\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eukr_Cyrl\u003c/td\u003e\n\u003ctd\u003eukr\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eumb_Latn\u003c/td\u003e\n\u003ctd\u003eumb\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eurd_Arab\u003c/td\u003e\n\u003ctd\u003eurd\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003euzn_Latn\u003c/td\u003e\n\u003ctd\u003euzb\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003evie_Latn\u003c/td\u003e\n\u003ctd\u003evie\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ewol_Latn\u003c/td\u003e\n\u003ctd\u003ewol\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003exho_Latn\u003c/td\u003e\n\u003ctd\u003exho\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eyor_Latn\u003c/td\u003e\n\u003ctd\u003eyor\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ezho_Hans\u003c/td\u003e\n\u003ctd\u003ezho_simpl\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ezho_Hant\u003c/td\u003e\n\u003ctd\u003ezho_trad\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ezsm_Latn\u003c/td\u003e\n\u003ctd\u003emsa\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ezul_Latn\u003c/td\u003e\n\u003ctd\u003ezul\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\n\u003ch2 tabindex=\"-1\" dir=\"auto\"\u003e\u003ca id=\"user-content-previous-flores-releases\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#previous-flores-releases\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003ePrevious FLORES Releases\u003c/h2\u003e\n\u003ch3 tabindex=\"-1\" dir=\"auto\"\u003e\u003ca id=\"user-content-flores-101\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#flores-101\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003eFLORES-101\u003c/h3\u003e\n\u003cp dir=\"auto\"\u003e\u003ccode\u003eFLORES-101\u003c/code\u003e is a Many-to-Many multilingual translation benchmark dataset for 101 languages.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003ePaper:\u003c/strong\u003e \u003ca href=\"https://ai.facebook.com/research/publications/the-flores-101-evaluation-benchmark-for-low-resource-and-multilingual-machine-translation\" rel=\"nofollow\"\u003eThe FLORES-101 Evaluation Benchmark for Low-Resource and Multilingual Machine Translation\u003c/a\u003e.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eDownload \u003ccode\u003eFLORES-101\u003c/code\u003e \u003ca href=\"https://dl.fbaipublicfiles.com/flores101/dataset/flores101_dataset.tar.gz\" rel=\"nofollow\"\u003e\u003cstrong\u003edataset\u003c/strong\u003e\u003c/a\u003e and the \u003ca href=\"https://dl.fbaipublicfiles.com/flores101/dataset/flores_wmt22_supplement.tar.gz\" rel=\"nofollow\"\u003eWMT22 supplement\u003c/a\u003e.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eRead the \u003ca href=\"https://ai.facebook.com/blog/the-flores-101-data-set-helping-build-better-translation-systems-around-the-world\" rel=\"nofollow\"\u003e\u003cstrong\u003eblogpost\u003c/strong\u003e\u003c/a\u003e and \u003ca href=\"https://ai.facebook.com/research/publications/the-flores-101-evaluation-benchmark-for-low-resource-and-multilingual-machine-translation\" rel=\"nofollow\"\u003e\u003cstrong\u003epaper\u003c/strong\u003e\u003c/a\u003e.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eEvaluation server: \u003ca href=\"https://dynabench.org/flores\" rel=\"nofollow\"\u003edynabench\u003c/a\u003e,\n\u003ca href=\"/facebookresearch/flores/blob/main/shared_tasks/dynalab/README.md\"\u003eInstructions to submit model\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 tabindex=\"-1\" dir=\"auto\"\u003e\u003ca id=\"user-content-floresv1\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#floresv1\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003eFLORESv1\u003c/h3\u003e\n\u003cp dir=\"auto\"\u003eFLORESv1 included Nepali, Sinhala, Pashto, and Khmer.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003ePaper:\u003c/strong\u003e \u003ca href=\"https://arxiv.org/abs/1902.01382\" rel=\"nofollow\"\u003eThe FLoRes Evaluation Datasets for Low-Resource Machine Translation: Nepali-English and Sinhala-English\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eDownload \u003ccode\u003eFLORESv1\u003c/code\u003e \u003ca href=\"/facebookresearch/flores/blob/main/previous_releases/floresv1\"\u003e\u003cstrong\u003edataset\u003c/strong\u003e\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch2 tabindex=\"-1\" dir=\"auto\"\u003e\u003ca id=\"user-content-citation\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#citation\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003eCitation\u003c/h2\u003e\n\u003cp dir=\"auto\"\u003eIf you use this data in your work, please cite:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-bibtex notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"@article{nllb2022,\n author = {NLLB Team, Marta R. Costa-jussà, James Cross, Onur Çelebi, Maha Elbayad, Kenneth Heafield, Kevin Heffernan, Elahe Kalbassi, Janice Lam, Daniel Licht, Jean Maillard, Anna Sun, Skyler Wang, Guillaume Wenzek, Al Youngblood, Bapi Akula, Loic Barrault, Gabriel Mejia Gonzalez, Prangthip Hansanti, John Hoffman, Semarley Jarrett, Kaushik Ram Sadagopan, Dirk Rowe, Shannon Spruit, Chau Tran, Pierre Andrews, Necip Fazil Ayan, Shruti Bhosale, Sergey Edunov, Angela Fan, Cynthia Gao, Vedanuj Goswami, Francisco Guzmán, Philipp Koehn, Alexandre Mourachko, Christophe Ropers, Safiyyah Saleem, Holger Schwenk, Jeff Wang},\n title = {No Language Left Behind: Scaling Human-Centered Machine Translation},\n year = {2022}\n}\n\n@inproceedings{,\n title={The FLORES-101 Evaluation Benchmark for Low-Resource and Multilingual Machine Translation},\n author={Goyal, Naman and Gao, Cynthia and Chaudhary, Vishrav and Chen, Peng-Jen and Wenzek, Guillaume and Ju, Da and Krishnan, Sanjana and Ranzato, Marc'Aurelio and Guzm\\'{a}n, Francisco and Fan, Angela},\n year={2021}\n}\n\n@inproceedings{,\n title={Two New Evaluation Datasets for Low-Resource Machine Translation: Nepali-English and Sinhala-English},\n author={Guzm\\'{a}n, Francisco and Chen, Peng-Jen and Ott, Myle and Pino, Juan and Lample, Guillaume and Koehn, Philipp and Chaudhary, Vishrav and Ranzato, Marc'Aurelio},\n journal={arXiv preprint arXiv:1902.01382},\n year={2019}\n}\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003e@article\u003c/span\u003e{\u003cspan class=\"pl-en\"\u003enllb2022\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003eauthor\u003c/span\u003e = \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e{\u003c/span\u003eNLLB Team, Marta R. Costa-jussà, James Cross, Onur Çelebi, Maha Elbayad, Kenneth Heafield, Kevin Heffernan, Elahe Kalbassi, Janice Lam, Daniel Licht, Jean Maillard, Anna Sun, Skyler Wang, Guillaume Wenzek, Al Youngblood, Bapi Akula, Loic Barrault, Gabriel Mejia Gonzalez, Prangthip Hansanti, John Hoffman, Semarley Jarrett, Kaushik Ram Sadagopan, Dirk Rowe, Shannon Spruit, Chau Tran, Pierre Andrews, Necip Fazil Ayan, Shruti Bhosale, Sergey Edunov, Angela Fan, Cynthia Gao, Vedanuj Goswami, Francisco Guzmán, Philipp Koehn, Alexandre Mourachko, Christophe Ropers, Safiyyah Saleem, Holger Schwenk, Jeff Wang\u003cspan class=\"pl-pds\"\u003e}\u003c/span\u003e\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003etitle\u003c/span\u003e = \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e{\u003c/span\u003eNo Language Left Behind: Scaling Human-Centered Machine Translation\u003cspan class=\"pl-pds\"\u003e}\u003c/span\u003e\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003eyear\u003c/span\u003e = \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e{\u003c/span\u003e2022\u003cspan class=\"pl-pds\"\u003e}\u003c/span\u003e\u003c/span\u003e\n}\n\n\u003cspan class=\"pl-k\"\u003e@inproceedings\u003c/span\u003e{,\n \u003cspan class=\"pl-s\"\u003etitle\u003c/span\u003e=\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e{\u003c/span\u003eThe FLORES-101 Evaluation Benchmark for Low-Resource and Multilingual Machine Translation\u003cspan class=\"pl-pds\"\u003e}\u003c/span\u003e\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003eauthor\u003c/span\u003e=\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e{\u003c/span\u003eGoyal, Naman and Gao, Cynthia and Chaudhary, Vishrav and Chen, Peng-Jen and Wenzek, Guillaume and Ju, Da and Krishnan, Sanjana and Ranzato, Marc'Aurelio and Guzm\\'{a}n, Francisco and Fan, Angela\u003cspan class=\"pl-pds\"\u003e}\u003c/span\u003e\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003eyear\u003c/span\u003e=\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e{\u003c/span\u003e2021\u003cspan class=\"pl-pds\"\u003e}\u003c/span\u003e\u003c/span\u003e\n}\n\n\u003cspan class=\"pl-k\"\u003e@inproceedings\u003c/span\u003e{,\n \u003cspan class=\"pl-s\"\u003etitle\u003c/span\u003e=\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e{\u003c/span\u003eTwo New Evaluation Datasets for Low-Resource Machine Translation: Nepali-English and Sinhala-English\u003cspan class=\"pl-pds\"\u003e}\u003c/span\u003e\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003eauthor\u003c/span\u003e=\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e{\u003c/span\u003eGuzm\\'{a}n, Francisco and Chen, Peng-Jen and Ott, Myle and Pino, Juan and Lample, Guillaume and Koehn, Philipp and Chaudhary, Vishrav and Ranzato, Marc'Aurelio\u003cspan class=\"pl-pds\"\u003e}\u003c/span\u003e\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003ejournal\u003c/span\u003e=\u003cspan class=\"pl-s\"\u003e\u003cspan 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<path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path>
</svg>
</clipboard-copy>
</div>
</template>
</div>
<div id="js-global-screen-reader-notice" class="sr-only" aria-live="polite" aria-atomic="true" ></div>
<div id="js-global-screen-reader-notice-assertive" class="sr-only" aria-live="assertive" aria-atomic="true"></div>
</body>
</html>