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data-language-autonym="العربية" data-language-local-name="Arabic" class="interlanguage-link-target"><span>العربية</span></a></li><li class="interlanguage-link interwiki-en mw-list-item"><a href="https://en.wikipedia.org/wiki/Wikipedia:ORES" title="Wikipedia:ORES – English" lang="en" hreflang="en" data-title="Wikipedia:ORES" data-language-autonym="English" data-language-local-name="English" class="interlanguage-link-target"><span>English</span></a></li><li class="interlanguage-link interwiki-fi mw-list-item"><a href="https://fi.wikipedia.org/wiki/Wikipedia:ORES" title="Wikipedia:ORES – Finnish" lang="fi" hreflang="fi" data-title="Wikipedia:ORES" data-language-autonym="Suomi" data-language-local-name="Finnish" class="interlanguage-link-target"><span>Suomi</span></a></li><li class="interlanguage-link interwiki-ko mw-list-item"><a href="https://ko.wikipedia.org/wiki/%EC%9C%84%ED%82%A4%EB%B0%B1%EA%B3%BC:ORES" title="위키백과:ORES – Korean" lang="ko" hreflang="ko" data-title="위키백과:ORES" data-language-autonym="한국어" data-language-local-name="Korean" class="interlanguage-link-target"><span>한국어</span></a></li><li class="interlanguage-link interwiki-nl mw-list-item"><a href="https://nl.wikipedia.org/wiki/Wikipedia:ORES" title="Wikipedia:ORES – Dutch" lang="nl" hreflang="nl" data-title="Wikipedia:ORES" data-language-autonym="Nederlands" data-language-local-name="Dutch" class="interlanguage-link-target"><span>Nederlands</span></a></li><li class="interlanguage-link interwiki-th mw-list-item"><a href="https://th.wikipedia.org/wiki/%E0%B8%A7%E0%B8%B4%E0%B8%81%E0%B8%B4%E0%B8%9E%E0%B8%B5%E0%B9%80%E0%B8%94%E0%B8%B5%E0%B8%A2:ORES" title="วิกิพีเดีย:ORES – Thai" lang="th" hreflang="th" data-title="วิกิพีเดีย:ORES" data-language-autonym="ไทย" data-language-local-name="Thai" class="interlanguage-link-target"><span>ไทย</span></a></li><li class="interlanguage-link interwiki-zh mw-list-item"><a href="https://zh.wikipedia.org/wiki/Wikipedia:ORES" title="Wikipedia:ORES – Chinese" lang="zh" 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aria-hidden="true" ><span class="vector-icon mw-ui-icon-ellipsis mw-ui-icon-wikimedia-ellipsis"></span> <span class="vector-dropdown-label-text">Personal tools</span> </label> <div class="vector-dropdown-content"> <div id="p-personal" class="vector-menu mw-portlet mw-portlet-personal user-links-collapsible-item" title="User menu" > <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="pt-sitesupport" class="user-links-collapsible-item mw-list-item"><a href="https://donate.wikimedia.org/?wmf_source=donate&wmf_medium=sidebar&wmf_campaign=www.mediawiki.org&uselang=en"><span>Donate</span></a></li><li id="pt-createaccount" class="user-links-collapsible-item mw-list-item"><a href="/w/index.php?title=Special:CreateAccount&returnto=ORES" title="You are encouraged to create an account and log in; however, it is not mandatory"><span class="vector-icon mw-ui-icon-userAdd mw-ui-icon-wikimedia-userAdd"></span> <span>Create account</span></a></li><li id="pt-login" class="user-links-collapsible-item mw-list-item"><a href="/w/index.php?title=Special:UserLogin&returnto=ORES" title="You are encouraged to log in; however, it is not mandatory [o]" accesskey="o"><span class="vector-icon mw-ui-icon-logIn mw-ui-icon-wikimedia-logIn"></span> <span>Log in</span></a></li> </ul> </div> </div> <div id="p-user-menu-anon-editor" class="vector-menu mw-portlet mw-portlet-user-menu-anon-editor" > <div class="vector-menu-heading"> Pages for logged out editors <a href="/wiki/Help:Introduction" aria-label="Learn more about editing"><span>learn more</span></a> </div> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="pt-anoncontribs" class="mw-list-item"><a href="/wiki/Special:MyContributions" title="A list of edits made from this IP address [y]" accesskey="y"><span>Contributions</span></a></li><li id="pt-anontalk" class="mw-list-item"><a href="/wiki/Special:MyTalk" title="Discussion about edits from this IP address [n]" accesskey="n"><span>Talk</span></a></li> </ul> </div> </div> </div> </div> </nav> </div> </header> </div> <div class="mw-page-container"> <div class="mw-page-container-inner"> <div class="vector-sitenotice-container"> <div id="siteNotice"></div> </div> <div class="vector-column-start"> <div class="vector-main-menu-container"> <div id="mw-navigation"> <nav id="mw-panel" class="vector-main-menu-landmark" aria-label="Site"> <div id="vector-main-menu-pinned-container" class="vector-pinned-container"> </div> </nav> </div> </div> <div class="vector-sticky-pinned-container"> <nav id="mw-panel-toc" aria-label="Contents" data-event-name="ui.sidebar-toc" class="mw-table-of-contents-container vector-toc-landmark"> <div id="vector-toc-pinned-container" class="vector-pinned-container"> <div id="vector-toc" class="vector-toc vector-pinnable-element"> <div class="vector-pinnable-header vector-toc-pinnable-header vector-pinnable-header-pinned" data-feature-name="toc-pinned" data-pinnable-element-id="vector-toc" > <h2 class="vector-pinnable-header-label">Contents</h2> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-pin-button" data-event-name="pinnable-header.vector-toc.pin">move to sidebar</button> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-unpin-button" data-event-name="pinnable-header.vector-toc.unpin">hide</button> </div> <ul class="vector-toc-contents" id="mw-panel-toc-list"> <li id="toc-mw-content-text" class="vector-toc-list-item vector-toc-level-1"> <a href="#" class="vector-toc-link"> <div class="vector-toc-text">Beginning</div> </a> </li> <li id="toc-Edit_quality" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#Edit_quality"> <div class="vector-toc-text"> <span class="vector-toc-numb">1</span> <span>Edit quality</span> </div> </a> <button aria-controls="toc-Edit_quality-sublist" class="cdx-button cdx-button--weight-quiet cdx-button--icon-only vector-toc-toggle"> <span class="vector-icon mw-ui-icon-wikimedia-expand"></span> <span>Toggle Edit quality subsection</span> </button> <ul id="toc-Edit_quality-sublist" class="vector-toc-list"> <li id="toc-Basic_support" class="vector-toc-list-item vector-toc-level-2"> <a class="vector-toc-link" href="#Basic_support"> <div class="vector-toc-text"> <span class="vector-toc-numb">1.1</span> <span>Basic support</span> </div> </a> <ul id="toc-Basic_support-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-Advanced_support" class="vector-toc-list-item vector-toc-level-2"> <a class="vector-toc-link" href="#Advanced_support"> <div class="vector-toc-text"> <span class="vector-toc-numb">1.2</span> <span>Advanced support</span> </div> </a> <ul id="toc-Advanced_support-sublist" class="vector-toc-list"> </ul> </li> </ul> </li> <li id="toc-Article_quality" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#Article_quality"> <div class="vector-toc-text"> <span class="vector-toc-numb">2</span> <span>Article quality</span> </div> </a> <button aria-controls="toc-Article_quality-sublist" class="cdx-button cdx-button--weight-quiet cdx-button--icon-only vector-toc-toggle"> <span class="vector-icon mw-ui-icon-wikimedia-expand"></span> <span>Toggle Article quality subsection</span> </button> <ul id="toc-Article_quality-sublist" class="vector-toc-list"> <li id="toc-New_article_evaluation" class="vector-toc-list-item vector-toc-level-2"> <a class="vector-toc-link" href="#New_article_evaluation"> <div class="vector-toc-text"> <span class="vector-toc-numb">2.1</span> <span>New article evaluation</span> </div> </a> <ul id="toc-New_article_evaluation-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-Existing_article_assessment" class="vector-toc-list-item vector-toc-level-2"> <a class="vector-toc-link" href="#Existing_article_assessment"> <div class="vector-toc-text"> <span class="vector-toc-numb">2.2</span> <span>Existing article assessment</span> </div> </a> <ul id="toc-Existing_article_assessment-sublist" class="vector-toc-list"> </ul> </li> </ul> </li> <li id="toc-Topic_routing" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#Topic_routing"> <div class="vector-toc-text"> <span class="vector-toc-numb">3</span> <span>Topic routing</span> </div> </a> <button aria-controls="toc-Topic_routing-sublist" class="cdx-button cdx-button--weight-quiet cdx-button--icon-only vector-toc-toggle"> <span class="vector-icon mw-ui-icon-wikimedia-expand"></span> <span>Toggle Topic routing subsection</span> </button> <ul id="toc-Topic_routing-sublist" class="vector-toc-list"> <li id="toc-New_article_evaluation_2" class="vector-toc-list-item vector-toc-level-2"> <a class="vector-toc-link" href="#New_article_evaluation_2"> <div class="vector-toc-text"> <span class="vector-toc-numb">3.1</span> <span>New article evaluation</span> </div> </a> <ul id="toc-New_article_evaluation_2-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-Topic_interest_mapping" class="vector-toc-list-item vector-toc-level-2"> <a class="vector-toc-link" href="#Topic_interest_mapping"> <div class="vector-toc-text"> <span class="vector-toc-numb">3.2</span> <span>Topic interest mapping</span> </div> </a> <ul id="toc-Topic_interest_mapping-sublist" class="vector-toc-list"> </ul> </li> </ul> </li> <li id="toc-Support_table" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#Support_table"> <div class="vector-toc-text"> <span class="vector-toc-numb">4</span> <span>Support table</span> </div> </a> <ul id="toc-Support_table-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-API_usage" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#API_usage"> <div class="vector-toc-text"> <span class="vector-toc-numb">5</span> <span>API usage</span> </div> </a> <ul id="toc-API_usage-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-EventStream_usage" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#EventStream_usage"> <div class="vector-toc-text"> <span class="vector-toc-numb">6</span> <span>EventStream usage</span> </div> </a> <ul id="toc-EventStream_usage-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-Local_usage" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#Local_usage"> <div class="vector-toc-text"> <span class="vector-toc-numb">7</span> <span>Local usage</span> </div> </a> <ul id="toc-Local_usage-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-Footnotes" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#Footnotes"> <div class="vector-toc-text"> <span class="vector-toc-numb">8</span> <span>Footnotes</span> </div> </a> <ul id="toc-Footnotes-sublist" class="vector-toc-list"> </ul> </li> </ul> </div> </div> </nav> </div> </div> <div class="mw-content-container"> <main id="content" class="mw-body"> <header class="mw-body-header vector-page-titlebar"> <nav aria-label="Contents" class="vector-toc-landmark"> <div id="vector-page-titlebar-toc" class="vector-dropdown vector-page-titlebar-toc vector-button-flush-left" > <input type="checkbox" id="vector-page-titlebar-toc-checkbox" role="button" aria-haspopup="true" data-event-name="ui.dropdown-vector-page-titlebar-toc" class="vector-dropdown-checkbox " aria-label="Toggle the table of contents" > <label id="vector-page-titlebar-toc-label" for="vector-page-titlebar-toc-checkbox" class="vector-dropdown-label cdx-button cdx-button--fake-button cdx-button--fake-button--enabled cdx-button--weight-quiet cdx-button--icon-only " aria-hidden="true" ><span class="vector-icon mw-ui-icon-listBullet mw-ui-icon-wikimedia-listBullet"></span> <span class="vector-dropdown-label-text">Toggle the table of contents</span> </label> <div class="vector-dropdown-content"> <div id="vector-page-titlebar-toc-unpinned-container" class="vector-unpinned-container"> </div> </div> </div> </nav> <h1 id="firstHeading" class="firstHeading mw-first-heading"><span class="mw-page-title-main">ORES</span></h1> <div class="mw-indicators"> </div> </header> <div class="vector-page-toolbar"> <div class="vector-page-toolbar-container"> <div id="left-navigation"> <nav aria-label="Namespaces"> <div id="p-associated-pages" class="vector-menu vector-menu-tabs mw-portlet mw-portlet-associated-pages" > <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="ca-nstab-main" class="selected vector-tab-noicon mw-list-item"><a href="/wiki/ORES" title="View the content page [c]" accesskey="c"><span>Page</span></a></li><li id="ca-talk" class="vector-tab-noicon mw-list-item"><a href="/wiki/Talk:ORES" rel="discussion" title="Discussion about the content page [t]" accesskey="t"><span>Discussion</span></a></li> </ul> </div> </div> <div id="vector-variants-dropdown" class="vector-dropdown emptyPortlet" > <input type="checkbox" id="vector-variants-dropdown-checkbox" role="button" aria-haspopup="true" data-event-name="ui.dropdown-vector-variants-dropdown" class="vector-dropdown-checkbox " aria-label="Change language variant" > <label id="vector-variants-dropdown-label" for="vector-variants-dropdown-checkbox" class="vector-dropdown-label cdx-button cdx-button--fake-button cdx-button--fake-button--enabled cdx-button--weight-quiet" aria-hidden="true" ><span class="vector-dropdown-label-text">English</span> </label> <div class="vector-dropdown-content"> <div id="p-variants" class="vector-menu mw-portlet mw-portlet-variants emptyPortlet" > <div class="vector-menu-content"> <ul class="vector-menu-content-list"> </ul> </div> </div> </div> </div> </nav> </div> <div id="right-navigation" class="vector-collapsible"> <nav aria-label="Views"> <div id="p-views" class="vector-menu vector-menu-tabs mw-portlet mw-portlet-views" > <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="ca-view" class="selected vector-tab-noicon mw-list-item"><a href="/wiki/ORES"><span>Read</span></a></li><li id="ca-viewsource" class="vector-tab-noicon mw-list-item"><a href="/w/index.php?title=ORES&action=edit" title="This page is protected.
You can view its source [e]" accesskey="e"><span>View source</span></a></li><li id="ca-history" class="vector-tab-noicon mw-list-item"><a href="/w/index.php?title=ORES&action=history" title="Past revisions of this page [h]" accesskey="h"><span>View history</span></a></li> </ul> </div> </div> </nav> <nav class="vector-page-tools-landmark" aria-label="Page tools"> <div id="vector-page-tools-dropdown" class="vector-dropdown vector-page-tools-dropdown" > <input type="checkbox" id="vector-page-tools-dropdown-checkbox" role="button" aria-haspopup="true" data-event-name="ui.dropdown-vector-page-tools-dropdown" class="vector-dropdown-checkbox " aria-label="Tools" > <label id="vector-page-tools-dropdown-label" for="vector-page-tools-dropdown-checkbox" class="vector-dropdown-label cdx-button cdx-button--fake-button cdx-button--fake-button--enabled cdx-button--weight-quiet" aria-hidden="true" ><span class="vector-dropdown-label-text">Tools</span> </label> <div class="vector-dropdown-content"> <div id="vector-page-tools-unpinned-container" class="vector-unpinned-container"> <div id="vector-page-tools" class="vector-page-tools vector-pinnable-element"> <div class="vector-pinnable-header vector-page-tools-pinnable-header vector-pinnable-header-unpinned" data-feature-name="page-tools-pinned" data-pinnable-element-id="vector-page-tools" data-pinned-container-id="vector-page-tools-pinned-container" data-unpinned-container-id="vector-page-tools-unpinned-container" > <div class="vector-pinnable-header-label">Tools</div> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-pin-button" data-event-name="pinnable-header.vector-page-tools.pin">move to sidebar</button> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-unpin-button" data-event-name="pinnable-header.vector-page-tools.unpin">hide</button> </div> <div id="p-cactions" class="vector-menu mw-portlet mw-portlet-cactions emptyPortlet vector-has-collapsible-items" title="More options" > <div class="vector-menu-heading"> Actions </div> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="ca-more-view" class="selected vector-more-collapsible-item mw-list-item"><a href="/wiki/ORES"><span>Read</span></a></li><li id="ca-more-viewsource" class="vector-more-collapsible-item mw-list-item"><a href="/w/index.php?title=ORES&action=edit"><span>View source</span></a></li><li id="ca-more-history" class="vector-more-collapsible-item mw-list-item"><a href="/w/index.php?title=ORES&action=history"><span>View history</span></a></li> </ul> </div> </div> <div id="p-tb" class="vector-menu mw-portlet mw-portlet-tb" > <div class="vector-menu-heading"> General </div> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="t-whatlinkshere" class="mw-list-item"><a href="/wiki/Special:WhatLinksHere/ORES" title="A list of all wiki pages that link here [j]" accesskey="j"><span>What links here</span></a></li><li id="t-recentchangeslinked" class="mw-list-item"><a href="/wiki/Special:RecentChangesLinked/ORES" rel="nofollow" title="Recent changes in pages linked from this page [k]" accesskey="k"><span>Related changes</span></a></li><li id="t-upload" class="mw-list-item"><a href="//commons.wikimedia.org/wiki/Special:UploadWizard" title="Upload files [u]" accesskey="u"><span>Upload file</span></a></li><li id="t-specialpages" class="mw-list-item"><a href="/wiki/Special:SpecialPages" title="A list of all special pages [q]" accesskey="q"><span>Special pages</span></a></li><li id="t-permalink" class="mw-list-item"><a href="/w/index.php?title=ORES&oldid=6764503" title="Permanent link to this revision of this page"><span>Permanent link</span></a></li><li id="t-info" class="mw-list-item"><a href="/w/index.php?title=ORES&action=info" title="More information about this page"><span>Page information</span></a></li><li id="t-cite" class="mw-list-item"><a href="/w/index.php?title=Special:CiteThisPage&page=ORES&id=6764503&wpFormIdentifier=titleform" title="Information on how to cite this page"><span>Cite this page</span></a></li><li id="t-urlshortener" class="mw-list-item"><a href="/w/index.php?title=Special:UrlShortener&url=https%3A%2F%2Fwww.mediawiki.org%2Fwiki%2FORES"><span>Get shortened URL</span></a></li><li id="t-urlshortener-qrcode" class="mw-list-item"><a href="/w/index.php?title=Special:QrCode&url=https%3A%2F%2Fwww.mediawiki.org%2Fwiki%2FORES"><span>Download QR code</span></a></li> </ul> </div> </div> <div id="p-coll-print_export" class="vector-menu mw-portlet mw-portlet-coll-print_export" > <div class="vector-menu-heading"> Print/export </div> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="coll-create_a_book" class="mw-list-item"><a href="/w/index.php?title=Special:Book&bookcmd=book_creator&referer=ORES"><span>Create a book</span></a></li><li id="coll-download-as-rl" class="mw-list-item"><a href="/w/index.php?title=Special:DownloadAsPdf&page=ORES&action=show-download-screen"><span>Download as PDF</span></a></li><li id="t-print" class="mw-list-item"><a href="/w/index.php?title=ORES&printable=yes" title="Printable version of this page [p]" accesskey="p"><span>Printable version</span></a></li> </ul> </div> </div> <div id="p-wikibase-otherprojects" class="vector-menu mw-portlet mw-portlet-wikibase-otherprojects" > <div class="vector-menu-heading"> In other projects </div> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li class="wb-otherproject-link wb-otherproject-wikidata mw-list-item"><a href="https://www.wikidata.org/wiki/Wikidata:ORES" hreflang="en"><span>Wikidata</span></a></li><li class="wb-otherproject-link wb-otherproject-wikipedia mw-list-item"><a href="https://en.wikipedia.org/wiki/Wikipedia:ORES" hreflang="en"><span>Wikipedia</span></a></li><li id="t-wikibase" class="wb-otherproject-link wb-otherproject-wikibase-dataitem mw-list-item"><a href="https://www.wikidata.org/wiki/Special:EntityPage/Q28870016" title="Link to connected data repository item [g]" accesskey="g"><span>Wikidata item</span></a></li> </ul> </div> </div> </div> </div> </div> </div> </nav> </div> </div> </div> <div class="vector-column-end"> <div class="vector-sticky-pinned-container"> <nav class="vector-page-tools-landmark" aria-label="Page tools"> <div id="vector-page-tools-pinned-container" class="vector-pinned-container"> </div> </nav> <nav class="vector-appearance-landmark" aria-label="Appearance"> <div id="vector-appearance-pinned-container" class="vector-pinned-container"> <div id="vector-appearance" class="vector-appearance vector-pinnable-element"> <div class="vector-pinnable-header vector-appearance-pinnable-header vector-pinnable-header-pinned" data-feature-name="appearance-pinned" data-pinnable-element-id="vector-appearance" data-pinned-container-id="vector-appearance-pinned-container" data-unpinned-container-id="vector-appearance-unpinned-container" > <div class="vector-pinnable-header-label">Appearance</div> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-pin-button" data-event-name="pinnable-header.vector-appearance.pin">move to sidebar</button> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-unpin-button" data-event-name="pinnable-header.vector-appearance.unpin">hide</button> </div> </div> </div> </nav> </div> </div> <div id="bodyContent" class="vector-body" aria-labelledby="firstHeading" data-mw-ve-target-container> <div class="vector-body-before-content"> <div id="siteSub" class="noprint">From mediawiki.org</div> </div> <div id="contentSub"><div id="mw-content-subtitle"></div></div> <div id="mw-content-text" class="mw-body-content"><div class="mw-pt-translate-header noprint nomobile" dir="ltr" lang="en"><a href="/w/index.php?title=Special:Translate&group=page-ORES&action=page&filter=&action_source=translate_page" title="Special:Translate">Translate this page</a></div><div class="mw-content-ltr mw-parser-output" lang="en" dir="ltr"><div class="mw-pt-languages noprint navigation-not-searchable" lang="en" dir="ltr"><div class="mw-pt-languages-label">Languages:</div><ul class="mw-pt-languages-list"><li><a href="/wiki/ORES/id" class="mw-pt-progress mw-pt-progress--high" title="ORES (93% translated)" lang="id" dir="ltr">Bahasa Indonesia</a></li> <li><a href="/wiki/ORES/de" class="mw-pt-progress mw-pt-progress--low" title="ORES (10% translated)" lang="de" dir="ltr">Deutsch</a></li> <li><span class="mw-pt-languages-ui mw-pt-languages-selected mw-pt-progress mw-pt-progress--complete" lang="en" dir="ltr">English</span></li> <li><a href="/wiki/ORES/eo" class="mw-pt-progress mw-pt-progress--low" title="ORES/eo (7% translated)" lang="eo" dir="ltr">Esperanto</a></li> <li><a href="/wiki/ORES/nl" class="mw-pt-progress mw-pt-progress--complete" title="ORES (100% translated)" lang="nl" dir="ltr">Nederlands</a></li> <li><a href="/wiki/ORES/tr" class="mw-pt-progress mw-pt-progress--high" title="ORES (93% translated)" lang="tr" dir="ltr">Türkçe</a></li> <li><a href="/wiki/ORES/es" class="mw-pt-progress mw-pt-progress--med" title="ORES (46% translated)" lang="es" dir="ltr">español</a></li> <li><a href="/wiki/ORES/fr" class="mw-pt-progress mw-pt-progress--complete" title="ORES (100% translated)" lang="fr" dir="ltr">français</a></li> <li><a href="/wiki/ORES/gl" class="mw-pt-progress mw-pt-progress--low" title="ORES (9% translated)" lang="gl" dir="ltr">galego</a></li> <li><a href="/wiki/ORES/hu" class="mw-pt-progress mw-pt-progress--low" title="ORES (5% translated)" lang="hu" dir="ltr">magyar</a></li> <li><a href="/wiki/ORES/pl" class="mw-pt-progress mw-pt-progress--low" title="ORES/pl (7% translated)" lang="pl" dir="ltr">polski</a></li> <li><a href="/wiki/ORES/pt-br" class="mw-pt-progress mw-pt-progress--high" title="ORES (87% translated)" lang="pt-BR" dir="ltr">português do Brasil</a></li> <li><a href="/wiki/ORES/fi" class="mw-pt-progress mw-pt-progress--low" title="ORES (2% translated)" lang="fi" dir="ltr">suomi</a></li> <li><a href="/wiki/ORES/sv" class="mw-pt-progress mw-pt-progress--low" title="ORES (13% translated)" lang="sv" dir="ltr">svenska</a></li> <li><a href="/wiki/ORES/cs" class="mw-pt-progress mw-pt-progress--low" title="ORES (3% translated)" lang="cs" dir="ltr">čeština</a></li> <li><a href="/wiki/ORES/ru" class="mw-pt-progress mw-pt-progress--med" title="ORES (35% translated)" lang="ru" dir="ltr">русский</a></li> <li><a href="/wiki/ORES/uk" class="mw-pt-progress mw-pt-progress--high" title="ORES (93% translated)" lang="uk" dir="ltr">українська</a></li> <li><a href="/wiki/ORES/ar" class="mw-pt-progress mw-pt-progress--low" title="أو إي آر إس (3% translated)" lang="ar" dir="rtl">العربية</a></li> <li><a href="/wiki/ORES/fa" class="mw-pt-progress mw-pt-progress--med" title="ساعن (48% translated)" lang="fa" dir="rtl">فارسی</a></li> <li><a href="/wiki/ORES/zh" class="mw-pt-progress mw-pt-progress--med" title="ORES (67% translated)" lang="zh" dir="ltr">中文</a></li> <li><a href="/wiki/ORES/ja" class="mw-pt-progress mw-pt-progress--med" title="ORES (68% translated)" lang="ja" dir="ltr">日本語</a></li> <li><a href="/wiki/ORES/nan" class="mw-pt-progress mw-pt-progress--med" title="ORES (24% translated)" lang="nan" dir="ltr">閩南語 / Bân-lâm-gú</a></li> <li><a href="/wiki/ORES/ko" class="mw-pt-progress mw-pt-progress--low" title="ORES (9% translated)" lang="ko" dir="ltr">한국어</a></li></ul></div> <table class="warning-message" style="background-color: var( --background-color-error-subtle, #ffe9e5 ); color: var( --color-base, #202122 ); border: 1px var( --border-color-error, #9f3526 ) solid; box-sizing: border-box; margin: 0.5em 0; padding: 0.5em;"><tbody><tr><td style="white-space: nowrap; vertical-align: top;"><span style="position: relative; top: -2px;"><span typeof="mw:File"><span><img alt="Warning" src="//upload.wikimedia.org/wikipedia/commons/thumb/b/bf/OOjs_UI_icon_notice-destructive.svg/18px-OOjs_UI_icon_notice-destructive.svg.png" decoding="async" width="18" height="18" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/b/bf/OOjs_UI_icon_notice-destructive.svg/27px-OOjs_UI_icon_notice-destructive.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/b/bf/OOjs_UI_icon_notice-destructive.svg/36px-OOjs_UI_icon_notice-destructive.svg.png 2x" data-file-width="20" data-file-height="20"/></span></span></span> <b>Warning:</b> </td><td style="padding-left: 0.5em vertical-align: top;">The ORES infrastructure is being deprecated by the Machine Learning team, please check <a href="https://wikitech.wikimedia.org/wiki/ORES" class="extiw" title="wikitech:ORES">wikitech:ORES</a> for more info.</td></tr></tbody></table> <style data-mw-deduplicate="TemplateStyles:r6605224">.mw-parser-output .tpl-sidebar{background-color:var(--background-color-interactive-subtle,#f8f9fa);border:1px solid var(--border-color-divider,#a2a9b1);color:var(--color-base,#202122);width:22em;padding:.2em;text-align:center;line-height:1.4em;font-size:88%}.mw-parser-output .tpl-sidebar-pagedir-ltr,.mw-parser-output .tpl-sidebar.tpl-sidebar-floatright{float:right;clear:right;margin:.5em 0 1em 1em}.mw-parser-output .tpl-sidebar-pagedir-rtl,.mw-parser-output .tpl-sidebar.tpl-sidebar-floatleft{float:left;clear:left;margin:.5em 1em 1em 0}.mw-parser-output .tpl-sidebar.tpl-sidebar-floatnone{float:none;clear:both;margin:.5em 0 1em 1em}.mw-parser-output .tpl-sidebar>caption{padding-bottom:.2em;font-size:125%;line-height:1.2em;font-weight:bold}.mw-parser-output .tpl-sidebar>tbody>tr>th,.mw-parser-output .tpl-sidebar>tbody>tr>td{padding:0}.mw-parser-output .tpl-sidebar .tpl-sidebar-topimage>td{padding:.4em 0}.mw-parser-output .tpl-sidebar-imagecaption{padding-top:.2em;line-height:1.2em}.mw-parser-output .tpl-sidebar .tpl-sidebar-pretitle>td{padding-top:.4em;line-height:1.2em}.mw-parser-output .tpl-sidebar .tpl-sidebar-topimage+.tpl-sidebar-pretitle>td{padding-top:.2em}.mw-parser-output .tpl-sidebar .tpl-sidebar-title>th{padding:.2em .4em .2em;font-size:145%;line-height:1.2em}.mw-parser-output .tpl-sidebar .tpl-sidebar-pretitle+.tpl-sidebar-title>th{padding-top:0}.mw-parser-output .tpl-sidebar .tpl-sidebar-image>td{padding:.2em 0 .4em}.mw-parser-output .tpl-sidebar .tpl-sidebar-abovebelow>td{padding:.3em .4em;font-weight:bold}.mw-parser-output .tpl-sidebar .tpl-sidebar-heading>th{padding-top:.2em}.mw-parser-output .tpl-sidebar .tpl-sidebar-image~.tpl-sidebar-heading-first>th{padding-top:.4em}.mw-parser-output .tpl-sidebar .tpl-sidebar-content>td{padding-bottom:.2em}.mw-parser-output .tpl-sidebar :not(.tpl-sidebar-heading)+.tpl-sidebar-content-first>td{padding-top:.2em}.mw-parser-output .tpl-sidebar-navbar>td{font-size:115%}.mw-parser-output .tpl-sidebar-pagedir-ltr .tpl-sidebar-navbar>td{text-align:right}.mw-parser-output .tpl-sidebar-pagedir-rtl .tpl-sidebar-navbar>td{text-align:left}</style><table class="vertical-navbox tpl-sidebar tpl-sidebar-pagedir-ltr nowraplinks" role="navigation" style="width:22em; border-spacing: 0.4em 0; text-align: left; padding: 1.5em; margin: 0 0 2em 2em;"><tbody><tr class="tpl-sidebar-title"> <th class="" style="font-size: 19px; font-weight: 700;">ORES <figure class="mw-halign-right" typeof="mw:File"><a href="/wiki/File:Objective_Revision_Evaluation_Service_logo.svg" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/5/51/Objective_Revision_Evaluation_Service_logo.svg/48px-Objective_Revision_Evaluation_Service_logo.svg.png" decoding="async" width="48" height="48" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/5/51/Objective_Revision_Evaluation_Service_logo.svg/72px-Objective_Revision_Evaluation_Service_logo.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/5/51/Objective_Revision_Evaluation_Service_logo.svg/96px-Objective_Revision_Evaluation_Service_logo.svg.png 2x" data-file-width="261" data-file-height="261"/></a><figcaption></figcaption></figure></th> </tr><tr class="tpl-sidebar-abovebelow"> <td class="" style="font-weight: 400;"> <ul><li><b><a href="/wiki/Special:MyLanguage/ORES" title="Special:MyLanguage/ORES">ORES home page</a></b><span style="display:none"><a class="mw-selflink selflink"> </a></span></li></ul></td> </tr><tr class="tpl-sidebar-heading tpl-sidebar-heading-first"> <th class="" style="font-size: 16px; font-weight: 700; padding-top: 1em;;"><b>Get ORES</b></th> </tr><tr class="tpl-sidebar-content tpl-sidebar-content-first"> <td class="" style=";"> <ul><li><b><a href="/wiki/Special:MyLanguage/ORES/Get_support" title="Special:MyLanguage/ORES/Get support">Get support</a><span style="display:none"><a href="/wiki/ORES/Get_support" title="ORES/Get support"> </a></span></b> <ul><li><a href="https://iw.toolforge.org/ores-support-checklist/" class="extiw" title="toolforge:ores-support-checklist/">Ongoing campaigns and statistics</a></li></ul></li> <li><a href="/wiki/Special:MyLanguage/ORES/BWDS_review" title="Special:MyLanguage/ORES/BWDS review">Bad words revision</a><span style="display:none"><a href="/wiki/ORES/BWDS_review" title="ORES/BWDS review"> </a></span></li></ul></td> </tr><tr class="tpl-sidebar-heading"> <th class="" style="font-size: 16px; font-weight: 700; padding-top: 1em;;"><b>Use ORES</b></th> </tr><tr class="tpl-sidebar-content"> <td class="" style=";"> <ul><li><a class="external text" href="https://ores.wikimedia.org">Production and API</a></li> <li><a href="/wiki/Special:MyLanguage/ORES/Applications" title="Special:MyLanguage/ORES/Applications">Tools that use ORES</a><span style="display:none"><a href="/wiki/ORES/Applications" title="ORES/Applications"> </a></span></li> <li><a href="/wiki/Special:MyLanguage/ORES/Scholarship" title="Special:MyLanguage/ORES/Scholarship">Research involving ORES</a><span style="display:none"><a href="/wiki/ORES/Scholarship" title="ORES/Scholarship"> </a></span></li></ul></td> </tr><tr class="tpl-sidebar-heading"> <th class="" style="font-size: 16px; font-weight: 700; padding-top: 1em;;"><b>Feedback and how to join</b></th> </tr><tr class="tpl-sidebar-content"> <td class="" style=";"> <ul><li><b><a href="/wiki/Talk:ORES" title="Talk:ORES">Give feedback and discuss</a></b></li> <li><a href="/wiki/Special:MyLanguage/ORES/Issues" title="Special:MyLanguage/ORES/Issues">Known issues and bugs to fix</a><span style="display:none"><a href="/wiki/ORES/Issues" title="ORES/Issues"> </a></span></li> <li><a href="https://wikitech.wikimedia.org/wiki/ORES" class="extiw" title="wikitech:ORES">Manual and incidents on Wikitech</a></li></ul></td> </tr><tr class="tpl-sidebar-heading"> <th class="" style="font-size: 16px; font-weight: 700; padding-top: 1em;;"><b>The team</b></th> </tr><tr class="tpl-sidebar-content"> <td class="" style=";"> <ul><li><a href="/wiki/Special:MyLanguage/Machine_Learning" title="Special:MyLanguage/Machine Learning">Wikimedia Machine Learning team</a><span style="display:none"><a href="/wiki/Machine_Learning" title="Machine Learning"> </a></span></li></ul></td> </tr><tr class="tpl-sidebar-navbar"> <td style=""><style data-mw-deduplicate="TemplateStyles:r4692751">.mw-parser-output .navbar{display:inline;font-size:88%;font-weight:normal}.mw-parser-output .navbar ul{display:inline;white-space:nowrap}.mw-parser-output .navbar li{word-spacing:-0.125em}.mw-parser-output .navbox .navbar{display:block;font-size:100%}.mw-parser-output .navbox-title .navbar{float:left;text-align:left;margin-right:0.5em;width:6em}</style><span class="noprint plainlinks navbar" style=""><small><span style="white-space:nowrap;word-spacing:-.12em;"><a href="/wiki/Template:ORES_navigation" title="Template:ORES navigation"><span style="" title="View this template">v</span></a><span style=""> <b>·</b> </span><a class="external text" href="https://www.mediawiki.org/wiki/Template_talk:ORES_navigation"><span style="" title="Discuss this template">d</span></a><span style=""> <b>·</b> </span><a class="external text" href="https://www.mediawiki.org/w/index.php?title=Template:ORES_navigation&action=edit"><span style="" title="Edit this template">e</span></a></span></small></span></td> </tr> </tbody></table> <link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r6605224"><table class="vertical-navbox tpl-sidebar tpl-sidebar-pagedir-ltr nowraplinks" role="navigation" style="width:22em; border-spacing: 0.4em 0; text-align: left; padding: 1.5em; margin: 0 0 2em 2em; min-width: 380px;"><tbody><tr class="tpl-sidebar-title"> <th class="" style="font-size: 19px; font-weight: 700;">Edit Review Improvements (ERI)</th> </tr><tr class="tpl-sidebar-abovebelow"> <td class="" style="font-weight: 400;"> <ul><li><a href="/wiki/Special:MyLanguage/Edit_Review_Improvements" title="Special:MyLanguage/Edit Review Improvements">Edit Review Improvements</a><span style="display:none"><a href="/wiki/Edit_Review_Improvements" title="Edit Review Improvements"> </a></span></li> <li><a href="/wiki/Special:MyLanguage/Help:Edit_Review_Improvements/Glossary" title="Special:MyLanguage/Help:Edit Review Improvements/Glossary">Glossary</a><span style="display:none"><a href="/wiki/Help:Edit_Review_Improvements/Glossary" class="mw-redirect" title="Help:Edit Review Improvements/Glossary"> </a></span></li></ul></td> </tr><tr class="tpl-sidebar-heading tpl-sidebar-heading-first"> <th class="" style="font-size: 16px; font-weight: 700; padding-top: 1em;;"><b>Features</b></th> </tr><tr class="tpl-sidebar-content tpl-sidebar-content-first"> <td class="" style=";"> <ul><li><a href="/wiki/Special:MyLanguage/Edit_Review_Improvements/New_filters_for_edit_review" title="Special:MyLanguage/Edit Review Improvements/New filters for edit review">Filters for edit review</a><span style="display:none"><a href="/wiki/Edit_Review_Improvements/New_filters_for_edit_review" title="Edit Review Improvements/New filters for edit review"> </a></span> <ul><li><a href="/wiki/Special:MyLanguage/Help:New_filters_for_edit_review/Quick_tour" title="Special:MyLanguage/Help:New filters for edit review/Quick tour">Quick tour</a><span style="display:none"><a href="/wiki/Help:New_filters_for_edit_review/Quick_tour" title="Help:New filters for edit review/Quick tour"> </a></span></li> <li><a href="/wiki/Special:MyLanguage/Talk:Edit_Review_Improvements/New_filters_for_edit_review" title="Special:MyLanguage/Talk:Edit Review Improvements/New filters for edit review">Feedback</a><span style="display:none"><a href="/wiki/Talk:Edit_Review_Improvements/New_filters_for_edit_review" title="Talk:Edit Review Improvements/New filters for edit review"> </a></span></li> <li><a href="/wiki/Special:MyLanguage/Edit_Review_Improvements/New_filters_for_edit_review/Research" title="Special:MyLanguage/Edit Review Improvements/New filters for edit review/Research">Research</a><span style="display:none"><a href="/wiki/Edit_Review_Improvements/New_filters_for_edit_review/Research" title="Edit Review Improvements/New filters for edit review/Research"> </a></span></li></ul></li> <li><a href="/wiki/Special:MyLanguage/Edit_Review_Improvements/Proposed_Huggle_improvements" title="Special:MyLanguage/Edit Review Improvements/Proposed Huggle improvements">Huggle improvements (proposal)</a><span style="display:none"><a href="/wiki/Edit_Review_Improvements/Proposed_Huggle_improvements" title="Edit Review Improvements/Proposed Huggle improvements"> </a></span></li></ul></td> </tr><tr class="tpl-sidebar-heading"> <th class="" style="font-size: 16px; font-weight: 700; padding-top: 1em;;"><a href="/wiki/Special:MyLanguage/Help:New_filters_for_edit_review" title="Special:MyLanguage/Help:New filters for edit review">Documentation</a><span style="display:none"><a href="/wiki/Help:New_filters_for_edit_review" title="Help:New filters for edit review"> </a></span></th> </tr><tr class="tpl-sidebar-content"> <td class="" style=";"> <ul><li><a href="/wiki/Special:MyLanguage/Help:New_filters_for_edit_review/Filtering" title="Special:MyLanguage/Help:New filters for edit review/Filtering">Filtering</a><span style="display:none"><a href="/wiki/Help:New_filters_for_edit_review/Filtering" title="Help:New filters for edit review/Filtering"> </a></span></li> <li><a href="/wiki/Special:MyLanguage/Help:New_filters_for_edit_review/Advanced_filters" title="Special:MyLanguage/Help:New filters for edit review/Advanced filters">Advanced filters</a><span style="display:none"><a href="/wiki/Help:New_filters_for_edit_review/Advanced_filters" title="Help:New filters for edit review/Advanced filters"> </a></span></li> <li><a href="/wiki/Special:MyLanguage/Help:New_filters_for_edit_review/Highlighting_function" title="Special:MyLanguage/Help:New filters for edit review/Highlighting function">Highlighting</a><span style="display:none"><a href="/wiki/Help:New_filters_for_edit_review/Highlighting_function" title="Help:New filters for edit review/Highlighting function"> </a></span></li> <li><a href="/wiki/Special:MyLanguage/Help:New_filters_for_edit_review/Quality_and_Intent_Filters" title="Special:MyLanguage/Help:New filters for edit review/Quality and Intent Filters">Quality and Intent Filters</a><span style="display:none"><a href="/wiki/Help:New_filters_for_edit_review/Quality_and_Intent_Filters" title="Help:New filters for edit review/Quality and Intent Filters"> </a></span></li> <li><a href="/wiki/Special:MyLanguage/Help:New_filters_for_edit_review/Bookmarking" title="Special:MyLanguage/Help:New filters for edit review/Bookmarking">Save your filters sets</a><span style="display:none"><a href="/wiki/Help:New_filters_for_edit_review/Bookmarking" title="Help:New filters for edit review/Bookmarking"> </a></span></li> <li><a href="/wiki/Special:MyLanguage/Help:New_filters_for_edit_review/Live_updates" title="Special:MyLanguage/Help:New filters for edit review/Live updates">Live updates</a><span style="display:none"><a href="/wiki/Help:New_filters_for_edit_review/Live_updates" title="Help:New filters for edit review/Live updates"> </a></span></li> <li><a href="/wiki/Special:MyLanguage/Help:New_filters_for_edit_review/FAQ" title="Special:MyLanguage/Help:New filters for edit review/FAQ">FAQ</a><span style="display:none"><a href="/wiki/Help:New_filters_for_edit_review/FAQ" title="Help:New filters for edit review/FAQ"> </a></span></li></ul></td> </tr><tr class="tpl-sidebar-heading"> <th class="" style="font-size: 16px; font-weight: 700; padding-top: 1em;;"><b>Technical</b></th> </tr><tr class="tpl-sidebar-content"> <td class="" style=";"> <ul><li><a href="/wiki/Special:MyLanguage/Edit_Review_Improvements/New_filters_for_edit_review/How_to_implement_a_filter" title="Special:MyLanguage/Edit Review Improvements/New filters for edit review/How to implement a filter">How to implement a filter</a><span style="display:none"><a href="/wiki/Edit_Review_Improvements/New_filters_for_edit_review/How_to_implement_a_filter" title="Edit Review Improvements/New filters for edit review/How to implement a filter"> </a></span></li> <li><b><a href="/wiki/Special:MyLanguage/ORES" title="Special:MyLanguage/ORES">Objective Revision Evaluation Service (ORES)</a></b><span style="display:none"><a class="mw-selflink selflink"> </a></span></li> <li><a href="/wiki/Special:MyLanguage/Edit_Review_Improvements/ReviewStream" title="Special:MyLanguage/Edit Review Improvements/ReviewStream">ReviewStream</a><span style="display:none"><a href="/wiki/Edit_Review_Improvements/ReviewStream" title="Edit Review Improvements/ReviewStream"> </a></span></li> <li><a href="/wiki/Special:MyLanguage/Help:Edit_Review_Improvements/Gadgets" title="Special:MyLanguage/Help:Edit Review Improvements/Gadgets">Gadgets</a><span style="display:none"><a href="/wiki/Help:Edit_Review_Improvements/Gadgets" class="mw-redirect" title="Help:Edit Review Improvements/Gadgets"> </a></span></li></ul></td> </tr><tr class="tpl-sidebar-navbar"> <td style=""><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r4692751"><span class="noprint plainlinks navbar" style=""><small><span style="white-space:nowrap;word-spacing:-.12em;"><a href="/wiki/Template:ERI_Navigation" title="Template:ERI Navigation"><span style="" title="View this template">v</span></a><span style=""> <b>·</b> </span><a class="external text" href="https://www.mediawiki.org/wiki/Template_talk:ERI_Navigation"><span style="" title="Discuss this template">d</span></a><span style=""> <b>·</b> </span><a class="external text" href="https://www.mediawiki.org/w/index.php?title=Template:ERI_Navigation&action=edit"><span style="" title="Edit this template">e</span></a></span></small></span></td> </tr> </tbody></table> <p><b>ORES</b> (<a href="/wiki/File:En-us-oars.ogg" title="File:En-us-oars.ogg">/ɔɹz/</a>)<sup id="cite_ref-1" class="reference"><a href="#cite_note-1"><span class="cite-bracket">[</span>1<span class="cite-bracket">]</span></a></sup> (Objective Revision Evaluation Service) is a web service and API that provides <a href="https://en.wikipedia.org/wiki/machine_learning" class="extiw" title="w:machine learning">machine learning</a> <a href="https://en.wikipedia.org/wiki/as_a_service" class="extiw" title="w:as a service">as a service</a> for Wikimedia projects maintained by the <a href="/wiki/Special:MyLanguage/Machine_Learning" title="Special:MyLanguage/Machine Learning">Machine Learning team</a>. The system is designed to help automate critical wiki-work – for example, vandalism detection and removal. Currently, the two general types of scores that ORES generates are in the context of “edit quality” and “article quality.” </p><p>ORES is a back-end service and does not directly provide a way to make use of the scores. If you'd like to use ORES scores, check our <a href="/wiki/ORES/Applications" title="ORES/Applications">list of tools that use ORES scores</a>. If ORES doesn't support your wiki yet, see our <a href="/wiki/Special:MyLanguage/ORES/Get_support" title="Special:MyLanguage/ORES/Get support">instructions for requesting support</a>. </p><p>Looking for answers to your questions about ORES? Check out the <a href="/wiki/ORES/FAQ" title="ORES/FAQ">ORES FAQ</a>. </p> <meta property="mw:PageProp/toc"/> <div class="mw-heading mw-heading2 ext-discussiontools-init-section"><h2 id="Edit_quality" data-mw-thread-id="h-Edit_quality"><span data-mw-comment-start="" id="h-Edit_quality"></span>Edit quality<span data-mw-comment-end="h-Edit_quality"></span></h2></div> <figure class="mw-halign-left" typeof="mw:File/Thumb"><a href="/wiki/File:ORES_edit_quality_flow.svg" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/c/c3/ORES_edit_quality_flow.svg/351px-ORES_edit_quality_flow.svg.png" decoding="async" width="351" height="204" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/c/c3/ORES_edit_quality_flow.svg/527px-ORES_edit_quality_flow.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/c/c3/ORES_edit_quality_flow.svg/702px-ORES_edit_quality_flow.svg.png 2x" data-file-width="512" data-file-height="298"/></a><figcaption><b>ORES edit quality flow.</b> A descriptive diagram of edits flowing from "The Internet" to Wikipedia depicts the "unknown" quality of edits before ORES and the "good", "needs review", "damaging" labeling that is possible after ORES is made available.</figcaption></figure> <p>One of the most critical concerns about Wikimedia's open projects is the review of potentially damaging contributions ("edits"). There's also the need to identify good-faith contributors (who may be inadvertently causing damage) and offer them support. These models are intended to make the work of filtering through the Special:RecentChanges feed easier. We offer two levels of support for edit quality prediction models: basic and advanced. </p> <div class="mw-heading mw-heading3"><h3 id="Basic_support" data-mw-thread-id="h-Basic_support-Edit_quality"><span data-mw-comment-start="" id="h-Basic_support-Edit_quality"></span>Basic support<span data-mw-comment-end="h-Basic_support-Edit_quality"></span></h3></div> <p>Assuming that most damaging edits will be <a href="https://meta.wikimedia.org/wiki/revert" class="extiw" title="m:revert">reverted</a> and edits that are not damaging will not be <code>reverted</code>, we can build using the history of edits (and reverted edits) from a wiki. This model is easy to set up, but it suffers from the problem that many edits are reverted for reasons other than damage and vandalism. To help that, <a href="/wiki/Special:MyLanguage/ORES/BWDS_review" title="Special:MyLanguage/ORES/BWDS review">we create a model based on bad words</a>. </p> <ul><li><code>reverted</code> – predicts whether an edit will eventually be reverted</li></ul> <div class="mw-heading mw-heading3"><h3 id="Advanced_support" data-mw-thread-id="h-Advanced_support-Edit_quality"><span data-mw-comment-start="" id="h-Advanced_support-Edit_quality"></span>Advanced support<span data-mw-comment-end="h-Advanced_support-Edit_quality"></span></h3></div> <p>Rather than assuming, we can ask editors to train ORES which edits are in-fact <code>damaging</code> and which edits look like they were saved in <code>goodfaith</code>. This requires additional work on the part of volunteers in the community, but it affords a more accurate and nuanced prediction with regards to the quality of an edit. Many tools will only function when advanced support is available for a target wiki. </p> <ul><li><code>damaging</code> – predicts if an edit causes damage</li> <li><code>goodfaith</code> – predicts whether an edit was saved in good-faith</li></ul> <div style="clear: right;"></div> <div class="mw-heading mw-heading2 ext-discussiontools-init-section"><h2 id="Article_quality" data-mw-thread-id="h-Article_quality"><span data-mw-comment-start="" id="h-Article_quality"></span>Article quality<span data-mw-comment-end="h-Article_quality"></span></h2></div> <figure class="mw-halign-right" typeof="mw:File/Thumb"><a href="/wiki/File:Article_quality_and_importance.wp10bot.enwiki.png" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/3/34/Article_quality_and_importance.wp10bot.enwiki.png/350px-Article_quality_and_importance.wp10bot.enwiki.png" decoding="async" width="350" height="316" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/3/34/Article_quality_and_importance.wp10bot.enwiki.png/525px-Article_quality_and_importance.wp10bot.enwiki.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/3/34/Article_quality_and_importance.wp10bot.enwiki.png/700px-Article_quality_and_importance.wp10bot.enwiki.png 2x" data-file-width="1430" data-file-height="1291"/></a><figcaption><b>English Wikipedia assessment table.</b> A screenshot of the English Wikipedia assessment table (as of June 2024)</figcaption></figure> <p>The quality of Wikipedia articles is a core concern for Wikipedians. New pages must be reviewed and curated to ensure that spam, vandalism, and attack articles do not remain in the wiki. For articles that survive the initial curation, some of the Wikipedians periodically evaluate the quality of articles, but this is highly labor intensive and the assessments are often out of date. </p> <div class="mw-heading mw-heading3"><h3 id="New_article_evaluation" data-mw-thread-id="h-New_article_evaluation-Article_quality"><span data-mw-comment-start="" id="h-New_article_evaluation-Article_quality"></span>New article evaluation<span data-mw-comment-end="h-New_article_evaluation-Article_quality"></span></h3></div> <p>The faster that seriously problematic types of draft articles are removed, the better. Curating new page creations can be a lot of work. Like the problem of counter-vandalism in edits, machine predictions can help curators focus on the most problematic new pages first. Based on comments left by admins when they delete pages (see the <a href="/wiki/Special:MyLanguage/Manual:Logging_table" title="Special:MyLanguage/Manual:Logging table">logging</a><span style="display:none"><a href="/wiki/Manual:Logging_table" title="Manual:Logging table"> </a></span> table), we can train a model to predict which pages will need quick deletion. See <a href="https://en.wikipedia.org/wiki/WP:CSD" class="extiw" title="en:WP:CSD">en:WP:CSD</a> for a list of quick deletion reasons for English Wikipedia. For the English model, we used <a href="https://en.wikipedia.org/wiki/en:WP:CSD#G3" class="extiw" title="w:en:WP:CSD">G3 "vandalism"</a>, <a href="https://en.wikipedia.org/wiki/en:WP:CSD#G10" class="extiw" title="w:en:WP:CSD">G10 "attack"</a>, and <a href="https://en.wikipedia.org/wiki/en:WP:CSD#G11" class="extiw" title="w:en:WP:CSD">G11 "spam"</a>. </p> <ul><li><code>draftquality</code> – predicts if the article will need to be speedy deleted (spam, vandalism, attack, or OK)</li></ul> <div class="mw-heading mw-heading3"><h3 id="Existing_article_assessment" data-mw-thread-id="h-Existing_article_assessment-Article_quality"><span data-mw-comment-start="" id="h-Existing_article_assessment-Article_quality"></span>Existing article assessment<span data-mw-comment-end="h-Existing_article_assessment-Article_quality"></span></h3></div> <p>For articles that survive the initial curation, some of the large Wikipedias periodically evaluate the quality of articles using a scale that roughly corresponds to the <a href="https://en.wikipedia.org/wiki/en:WP:Wikipedia_1.0" class="extiw" title="w:en:WP:Wikipedia 1.0">English Wikipedia 1.0</a> assessment rating scale (<code>articlequality</code>). Having these assessments is very useful because it helps us gauge our progress and identify missed opportunities (e.g., popular articles that are low quality). However, keeping these assessments up to date is challenging, so coverage is inconsistent. This is where the <code>articlequality</code> machine learning model comes in handy. By training a model to replicate the article quality assessments that humans perform, we can automatically assess every article and every revision with a computer. This model has been used to help WikiProjects triage re-assessment work and to explore the editing dynamics that lead to article quality improvements. </p><p>The <code>articlequality</code> model bases its predictions on structural characteristics of the article. E.g. How many sections are there? Is there an infobox? How many references? And do the references use a <a href="https://en.wikipedia.org/wiki/Template:cite_xxx" class="extiw" title="w:Template:cite xxx">w:Template:cite xxx</a> template? The <code>articlequality</code> model doesn't evaluate the quality of the writing or if there's a tone problem (e.g. a point of view being pushed). However, many of the structural characteristics of articles seem to correlate strongly with good writing and tone, so the models work very well in practice. </p> <ul><li><code>articlequality</code> – predicts the (Wikipedia 1.0-like) assessment class of an article or draft</li></ul> <p><span class="anchor" id="Topic"></span> </p> <div class="mw-heading mw-heading2 ext-discussiontools-init-section"><h2 id="Topic_routing" data-mw-thread-id="h-Topic_routing"><span data-mw-comment-start="" id="h-Topic_routing"></span>Topic routing<span data-mw-comment-end="h-Topic_routing"></span></h2></div> <figure class="mw-halign-right" typeof="mw:File/Thumb"><a href="/wiki/File:ORES.articletopic.taxonomy_crosswalk.svg" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/5/54/ORES.articletopic.taxonomy_crosswalk.svg/350px-ORES.articletopic.taxonomy_crosswalk.svg.png" decoding="async" width="350" height="211" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/5/54/ORES.articletopic.taxonomy_crosswalk.svg/525px-ORES.articletopic.taxonomy_crosswalk.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/5/54/ORES.articletopic.taxonomy_crosswalk.svg/700px-ORES.articletopic.taxonomy_crosswalk.svg.png 2x" data-file-width="512" data-file-height="308"/></a><figcaption><b>Topic Cross-walk.</b> A visualization of the cross-wiki labeling process is presented. English Wikipedia's WikiProjects tag articles by topical interest. WikiProjects are organized into a taxonomy of topic labels. The topic labels are applied to articles on other wikis via Wikidata sitelinks.</figcaption></figure> <p>ORES' article topic model applies an intuitive <a href="/wiki/Special:MyLanguage/ORES/Articletopic#Taxonomy" title="Special:MyLanguage/ORES/Articletopic">top-down taxonomy</a> to any article in Wikipedia -- even new article drafts. This topic routing is useful for curating new articles, building work lists, forming new WikiProjects, and analyzing coverage gaps. </p><p>ORES topic models are trained using <a href="https://en.wikipedia.org/wiki/word_embedding" class="extiw" title="en:word embedding">word embeddings</a> of the actual content. For each language, a language-specific embedding is learned and applied natively. Since this modeling strategy depends on the topic of the article, topic predictions may differ between languages depending on the topics present in the text of the article. </p> <div class="mw-heading mw-heading3"><h3 id="New_article_evaluation_2" data-mw-thread-id="h-New_article_evaluation_2-Topic_routing"><span data-mw-comment-start="" id="h-New_article_evaluation_2-Topic_routing"></span>New article evaluation<span data-mw-comment-end="h-New_article_evaluation_2-Topic_routing"></span></h3></div> <figure class="mw-halign-right" typeof="mw:File/Thumb"><a href="/wiki/File:New_article_routing.with_ORES.svg" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/4/4b/New_article_routing.with_ORES.svg/350px-New_article_routing.with_ORES.svg.png" decoding="async" width="350" height="149" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/4/4b/New_article_routing.with_ORES.svg/525px-New_article_routing.with_ORES.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/4/4b/New_article_routing.with_ORES.svg/700px-New_article_routing.with_ORES.svg.png 2x" data-file-width="512" data-file-height="218"/></a><figcaption><b>New article routing.</b> A diagram maps the flow of new articles in Wikipedia with the 'draftquality' and 'articletopic' ORES models used for routing.</figcaption></figure> <p>The biggest difficulty with reviewing new articles is finding someone familiar with the subject matter to judge notability, relevance, and accuracy. Our <code>drafttopic</code> model is designed to route newly created articles based on their apparent topical nature to interested reviewers. The model is trained and tested against the <i>first revision of articles</i> and is thus suitable to use on new article drafts. </p> <ul><li><code>drafttopic</code> – predicts the topic of an a new article draft</li></ul> <div class="mw-heading mw-heading3"><h3 id="Topic_interest_mapping" data-mw-thread-id="h-Topic_interest_mapping-Topic_routing"><span data-mw-comment-start="" id="h-Topic_interest_mapping-Topic_routing"></span>Topic interest mapping<span data-mw-comment-end="h-Topic_interest_mapping-Topic_routing"></span></h3></div> <figure class="mw-halign-center" typeof="mw:File/Thumb"><a href="/wiki/File:ORES.drafttopic.Ann_Bishop_example.svg" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/c/c8/ORES.drafttopic.Ann_Bishop_example.svg/500px-ORES.drafttopic.Ann_Bishop_example.svg.png" decoding="async" width="500" height="97" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/c/c8/ORES.drafttopic.Ann_Bishop_example.svg/750px-ORES.drafttopic.Ann_Bishop_example.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/c/c8/ORES.drafttopic.Ann_Bishop_example.svg/1000px-ORES.drafttopic.Ann_Bishop_example.svg.png 2x" data-file-width="512" data-file-height="99"/></a><figcaption><b>Article tagging example (Ann Bishop).</b> <a href="https://en.wikipedia.org/wiki/Ann_Bishop_(biologist)" class="extiw" title="en:Ann Bishop (biologist)">Ann Bishop</a> is tagged by WikiProjects East Anglia, Women scientists, Women's history, and Biography. The topic taxonomy translation and predictions are presented. Note that the predictions include more relevant topic information than the taxonomy links.</figcaption></figure> <p>The topical relatedness of articles is an important concept for the organization of work in Wikipedia. Topical working groups have become a common strategy for managing content production and patrolling in Wikipedia. Yet a high-level hierarchy is not available or query-able for many reasons. The result is that anyone looking to organize around a topic or make a work-list has to do substantial manual work to identify the relevant articles. With our <code>articletopic</code> model, these queries can be done automatically. </p> <ul><li><code>articletopic</code> – predicts the topic of an article (<a href="/wiki/Special:MyLanguage/ORES/Articletopic" title="Special:MyLanguage/ORES/Articletopic">more details</a><span style="display:none"><a href="/wiki/ORES/Articletopic" title="ORES/Articletopic"> </a></span>)</li></ul> <p><span class="anchor" id="Support"></span> </p> <div class="mw-heading mw-heading2 ext-discussiontools-init-section"><h2 id="Support_table" data-mw-thread-id="h-Support_table"><span data-mw-comment-start="" id="h-Support_table"></span>Support table<span data-mw-comment-end="h-Support_table"></span></h2></div> <p>The <a class="external text" href="https://ores-support-checklist.toolforge.org/">ORES support table</a> reports the status of ORES support by wiki and model available. If you don't see your wiki listed, or support for the model you'd like to use, you can <a href="/wiki/Special:MyLanguage/ORES/Get_support" title="Special:MyLanguage/ORES/Get support">request support</a>. </p> <div class="mw-heading mw-heading2 ext-discussiontools-init-section"><h2 id="API_usage" data-mw-thread-id="h-API_usage"><span data-mw-comment-start="" id="h-API_usage"></span>API usage<span data-mw-comment-end="h-API_usage"></span></h2></div> <p>ORES offers a <a href="https://en.wikipedia.org/wiki/Representational_state_transfer" class="extiw" title="w:Representational state transfer">Restful</a> API service for dynamically retrieving scoring information about revisions. <b>See <a class="external free" href="https://ores.wikimedia.org">https://ores.wikimedia.org</a> for more information on how to use the API.</b> </p><p>If you're querying the service about a large number of revisions, it's recommended to batch no more than 50 revisions within a given request as described below. It's acceptable to use up to 4 parallel requests. Please do not exceed these limits or ORES can become unstable. For even larger number of queries, you can run ORES locally </p><p><b>Example query:</b> <a class="external text" href="https://ores.wikimedia.org/v3/scores/enwiki/?models=draftquality%7Cwp10&revids=34854345%7C485104318">http://ores.wikimedia.org/v3/scores/enwiki/?models=draftquality|wp10&revids=34854345|485104318</a> </p> <style data-mw-deduplicate="TemplateStyles:r6651106">@media screen{html.skin-theme-clientpref-night .mw-parser-output .template-hidden,html.skin-theme-clientpref-night .mw-parser-output .template-hidden-header{background-color:inherit!important;color:inherit!important}}@media screen and (prefers-color-scheme:dark){html.skin-theme-clientpref-os .mw-parser-output .template-hidden,html.skin-theme-clientpref-os .mw-parser-output .template-hidden-header{background-color:inherit!important;color:inherit!important}}</style> <table border="1"" cellspacing="0"" cellpadding="2" class="template-hidden mw-collapsible mw-collapsed" style="width:100%;margin:0;padding:0;border:1px solid #999999;border-collapse:collapse;background:#FFFFFF"> <tbody><tr> <th style="text-align:left;"><div class="template-hidden-header" style="font-weight:normal;background-color:white;"> <div class="mw-highlight mw-highlight-lang-javascript mw-content-ltr" dir="ltr"><pre><span></span><span class="p">{</span> <span class="w"> </span><span class="s2">"enwiki"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"models"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"draftquality"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"version"</span><span class="o">:</span><span class="w"> </span><span class="s2">"0.0.1"</span> <span class="w"> </span><span class="p">},</span> <span class="w"> </span><span class="s2">"wp10"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"version"</span><span class="o">:</span><span class="w"> </span><span class="s2">"0.5.0"</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">},</span> <span class="w"> </span><span class="s2">"scores"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"34854345"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"draftquality"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"score"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"prediction"</span><span class="o">:</span><span class="w"> </span><span class="s2">"OK"</span><span class="p">,</span> <span class="w"> </span><span class="s2">"probability"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"OK"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.7013632376824356</span><span class="p">,</span> <span class="w"> </span><span class="s2">"attack"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.0033607229172158775</span><span class="p">,</span> <span class="w"> </span><span class="s2">"spam"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.2176404529599271</span><span class="p">,</span> <span class="w"> </span><span class="s2">"vandalism"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.07763558644042126</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">},</span> <span class="w"> </span><span class="s2">"wp10"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"score"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"prediction"</span><span class="o">:</span><span class="w"> </span><span class="s2">"FA"</span><span class="p">,</span> <span class="w"> </span><span class="s2">"probability"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"B"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.22222314275400137</span><span class="p">,</span> <span class="w"> </span><span class="s2">"C"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.028102719464462304</span><span class="p">,</span> <span class="w"> </span><span class="s2">"FA"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.7214649122864883</span><span class="p">,</span> <span class="w"> </span><span class="s2">"GA"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.008833476344463836</span><span class="p">,</span> <span class="w"> </span><span class="s2">"Start"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.017699431000825352</span><span class="p">,</span> <span class="w"> </span><span class="s2">"Stub"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.0016763181497590444</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">},</span> <span class="w"> </span><span class="s2">"485104318"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"draftquality"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"score"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"prediction"</span><span class="o">:</span><span class="w"> </span><span class="s2">"OK"</span><span class="p">,</span> <span class="w"> </span><span class="s2">"probability"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"OK"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.9870402772858909</span><span class="p">,</span> <span class="w"> </span><span class="s2">"attack"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.0006854267347843173</span><span class="p">,</span> <span class="w"> </span><span class="s2">"spam"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.010405615745053554</span><span class="p">,</span> <span class="w"> </span><span class="s2">"vandalism"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.0018686802342713132</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">},</span> <span class="w"> </span><span class="s2">"wp10"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"score"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"prediction"</span><span class="o">:</span><span class="w"> </span><span class="s2">"Stub"</span><span class="p">,</span> <span class="w"> </span><span class="s2">"probability"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"B"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.02035853144725939</span><span class="p">,</span> <span class="w"> </span><span class="s2">"C"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.021257471714087376</span><span class="p">,</span> <span class="w"> </span><span class="s2">"FA"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.0018133076388221472</span><span class="p">,</span> <span class="w"> </span><span class="s2">"GA"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.003447287158958823</span><span class="p">,</span> <span class="w"> </span><span class="s2">"Start"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.1470443252839051</span><span class="p">,</span> <span class="w"> </span><span class="s2">"Stub"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.8060790767569672</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="p">}</span> </pre></div> </div> </th></tr> <tr> <td style="font-weight:normal;background-color:transparent;text-align:left;"> <p><b>Result</b> </p> </td></tr></tbody></table> <p><br/> <b>Example query:</b> <a class="external text" href="https://ores.wikimedia.org/v3/scores/wikidatawiki/421063984/damaging">https://ores.wikimedia.org/v3/scores/wikidatawiki/421063984/damaging</a> </p> <link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r6651106"> <table border="1"" cellspacing="0"" cellpadding="2" class="template-hidden mw-collapsible mw-collapsed" style="width:100%;margin:0;padding:0;border:1px solid #999999;border-collapse:collapse;background:#FFFFFF"> <tbody><tr> <th style="text-align:left;"><div class="template-hidden-header" style="font-weight:normal;background-color:white;"> <div class="mw-highlight mw-highlight-lang-javascript mw-content-ltr" dir="ltr"><pre><span></span><span class="p">{</span> <span class="w"> </span><span class="s2">"wikidatawiki"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"models"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"damaging"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"version"</span><span class="o">:</span><span class="w"> </span><span class="s2">"0.3.0"</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">},</span> <span class="w"> </span><span class="s2">"scores"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"421063984"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"damaging"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"score"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"prediction"</span><span class="o">:</span><span class="w"> </span><span class="kc">false</span><span class="p">,</span> <span class="w"> </span><span class="s2">"probability"</span><span class="o">:</span><span class="w"> </span><span class="p">{</span> <span class="w"> </span><span class="s2">"false"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.9947809563336424</span><span class="p">,</span> <span class="w"> </span><span class="s2">"true"</span><span class="o">:</span><span class="w"> </span><span class="mf">0.005219043666357669</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="w"> </span><span class="p">}</span> <span class="p">}</span> </pre></div> </div> </th></tr> <tr> <td style="font-weight:normal;background-color:transparent;text-align:left;"> <p><b>Result</b> </p> </td></tr></tbody></table> <p><br/> </p> <div class="mw-heading mw-heading2 ext-discussiontools-init-section"><h2 id="EventStream_usage" data-mw-thread-id="h-EventStream_usage"><span data-mw-comment-start="" id="h-EventStream_usage"></span>EventStream usage<span data-mw-comment-end="h-EventStream_usage"></span></h2></div> <p>The ORES scores are also provided as an <a href="https://wikitech.wikimedia.org/wiki/EventStream" class="extiw" title="wikitech:EventStream">EventStream</a> at <a class="external free" href="https://stream.wikimedia.org/v2/stream/revision-score">https://stream.wikimedia.org/v2/stream/revision-score</a> </p> <div class="mw-heading mw-heading2 ext-discussiontools-init-section"><h2 id="Local_usage" data-mw-thread-id="h-Local_usage"><span data-mw-comment-start="" id="h-Local_usage"></span>Local usage<span data-mw-comment-end="h-Local_usage"></span></h2></div> <p>To run ORES locally you can install the <a rel="nofollow" class="external text" href="https://github.com/wikimedia/ores">ORES Python package</a> by: </p> <div class="mw-highlight mw-highlight-lang-bash mw-content-ltr" dir="ltr"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>ores<span class="w"> </span><span class="c1"># needs to be python3, incompatible with python2</span> </pre></div> <p>Then you should be able to run it through: </p> <div class="mw-highlight mw-highlight-lang-bash mw-content-ltr" dir="ltr"><pre><span></span><span class="nb">echo</span><span class="w"> </span>-e<span class="w"> </span><span class="s1">'{"rev_id": 456789}\n{"rev_id": 3242342}'</span><span class="w"> </span><span class="p">|</span><span class="w"> </span>ores<span class="w"> </span>score_revisions<span class="w"> </span>https://ores.wikimedia.org<span class="w"> </span><span class="o">(</span>your<span class="w"> </span>user-agent<span class="w"> </span>string<span class="w"> </span>goes<span class="w"> </span>here<span class="o">)</span><span class="w"> </span>enwiki<span class="w"> </span>damaging </pre></div> <p>You should see output of </p> <link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r6651106"> <table border="1"" cellspacing="0"" cellpadding="2" class="template-hidden mw-collapsible mw-collapsed" style="width:100%;margin:0;padding:0;border:1px solid #999999;border-collapse:collapse;background:#FFFFFF"> <tbody><tr> <th style="text-align:left;"><div class="template-hidden-header" style="font-weight:normal;background-color:white;"> <div class="mw-highlight mw-highlight-lang-bash mw-content-ltr" dir="ltr"><pre><span></span><span class="m">017</span>-11-22<span class="w"> </span><span class="m">16</span>:23:53,000<span class="w"> </span>INFO:ores.utilities.score_revisions<span class="w"> </span>--<span class="w"> </span>Reading<span class="w"> </span>input<span class="w"> </span>from<span class="w"> </span><stdin> <span class="m">2017</span>-11-22<span class="w"> </span><span class="m">16</span>:23:53,000<span class="w"> </span>INFO:ores.utilities.score_revisions<span class="w"> </span>--<span class="w"> </span>Writing<span class="w"> </span>output<span class="w"> </span>to<span class="w"> </span>from<span class="w"> </span><stdout> <span class="o">{</span><span class="s2">"score"</span>:<span class="w"> </span><span class="o">{</span><span class="s2">"damaging"</span>:<span class="w"> </span><span class="o">{</span><span class="s2">"score"</span>:<span class="w"> </span><span class="o">{</span><span class="s2">"prediction"</span>:<span class="w"> </span>false,<span class="w"> </span><span class="s2">"probability"</span>:<span class="w"> </span><span class="o">{</span><span class="s2">"false"</span>:<span class="w"> </span><span class="m">0</span>.9889349126544834,<span class="w"> </span><span class="s2">"true"</span>:<span class="w"> </span><span class="m">0</span>.011065087345516589<span class="o">}}}}</span>,<span class="w"> </span><span class="s2">"rev_id"</span>:<span class="w"> </span><span class="m">456789</span><span class="o">}</span> <span class="o">{</span><span class="s2">"score"</span>:<span class="w"> </span><span class="o">{</span><span class="s2">"damaging"</span>:<span class="w"> </span><span class="o">{</span><span class="s2">"score"</span>:<span class="w"> </span><span class="o">{</span><span class="s2">"prediction"</span>:<span class="w"> </span>false,<span class="w"> </span><span class="s2">"probability"</span>:<span class="w"> </span><span class="o">{</span><span class="s2">"false"</span>:<span class="w"> </span><span class="m">0</span>.9830812038318183,<span class="w"> </span><span class="s2">"true"</span>:<span class="w"> </span><span class="m">0</span>.016918796168181708<span class="o">}}}}</span>,<span class="w"> </span><span class="s2">"rev_id"</span>:<span class="w"> </span><span class="m">3242342</span><span class="o">}</span> </pre></div> </div> </th></tr> <tr> <td style="font-weight:normal;background-color:transparent;text-align:left;"> <p><b>Result</b> </p> </td></tr></tbody></table> <p><br/> </p> <div class="mw-heading mw-heading2 ext-discussiontools-init-section"><h2 id="Footnotes" data-mw-thread-id="h-Footnotes"><span data-mw-comment-start="" id="h-Footnotes"></span>Footnotes<span data-mw-comment-end="h-Footnotes"></span></h2></div> <div class="mw-references-wrap"><ol class="references"> <li id="cite_note-1"><span class="mw-cite-backlink"><a href="#cite_ref-1">↑</a></span> <span class="reference-text">Originally the <i>Objective Revision Evaluation Service</i>, this long name is now deprecated.</span> </li> </ol></div>    </div><noscript><img src="https://login.wikimedia.org/wiki/Special:CentralAutoLogin/start?type=1x1" alt="" width="1" height="1" style="border: none; position: 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