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ORES review tool - MediaWiki
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data-mw="interface" href="https://donate.wikimedia.org/?utm_source=donate&utm_medium=sidebar&utm_campaign=spontaneous&uselang=en" class=""><span>Donate</span></a> </li> <li id="pt-createaccount-2" class="user-links-collapsible-item mw-list-item user-links-collapsible-item"><a data-mw="interface" href="/w/index.php?title=Special:CreateAccount&returnto=ORES+review+tool" title="You are encouraged to create an account and log in; however, it is not mandatory" class=""><span>Create account</span></a> </li> <li id="pt-login-2" class="user-links-collapsible-item mw-list-item user-links-collapsible-item"><a data-mw="interface" href="/w/index.php?title=Special:UserLogin&returnto=ORES+review+tool" title="You are encouraged to log in; however, it is not mandatory [o]" accesskey="o" class=""><span>Log in</span></a> </li> </ul> </div> </div> </div> <div id="vector-user-links-dropdown" class="vector-dropdown vector-user-menu vector-button-flush-right vector-user-menu-logged-out" title="More options" 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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"><!-- CentralNotice --></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-Using_ORES" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#Using_ORES"> <div class="vector-toc-text"> <span class="vector-toc-numb">1</span> <span>Using ORES</span> </div> </a> <ul id="toc-Using_ORES-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-FAQ" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#FAQ"> <div class="vector-toc-text"> <span class="vector-toc-numb">2</span> <span>FAQ</span> </div> </a> <button aria-controls="toc-FAQ-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 FAQ subsection</span> </button> <ul id="toc-FAQ-sublist" class="vector-toc-list"> <li id="toc-How_does_ORES_detect_damaging_edits?" class="vector-toc-list-item vector-toc-level-2"> <a class="vector-toc-link" href="#How_does_ORES_detect_damaging_edits?"> <div class="vector-toc-text"> <span class="vector-toc-numb">2.1</span> <span>How does ORES detect damaging edits?</span> </div> </a> <ul id="toc-How_does_ORES_detect_damaging_edits?-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-Why_use_the_term_"damaging"_instead_of_"vandalism"?" class="vector-toc-list-item vector-toc-level-2"> <a class="vector-toc-link" href="#Why_use_the_term_"damaging"_instead_of_"vandalism"?"> <div class="vector-toc-text"> <span class="vector-toc-numb">2.2</span> <span>Why use the term "damaging" instead of "vandalism"?</span> </div> </a> <ul id="toc-Why_use_the_term_"damaging"_instead_of_"vandalism"?-sublist" class="vector-toc-list"> </ul> </li> </ul> </li> </ul> </div> </div> </nav> </div> </div> <div class="mw-content-container"> <main id="content" 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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+review+tool&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_review_tool/id" class="mw-pt-progress mw-pt-progress--complete" title="Perkakas peninjauan ORES (100% translated)" lang="id" dir="ltr">Bahasa Indonesia</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_review_tool/eo" class="mw-pt-progress mw-pt-progress--low" title="ORES review tool/eo (4% translated)" lang="eo" dir="ltr">Esperanto</a></li> <li><a href="/wiki/ORES_review_tool/nl" class="mw-pt-progress mw-pt-progress--complete" title="ORES beoordelingshulpmiddel (100% translated)" lang="nl" dir="ltr">Nederlands</a></li> <li><a href="/wiki/ORES_review_tool/tr" class="mw-pt-progress mw-pt-progress--med" title="ORES gözden geçirme aracı (32% translated)" lang="tr" dir="ltr">Türkçe</a></li> <li><a href="/wiki/ORES_review_tool/es" class="mw-pt-progress mw-pt-progress--complete" title="Herramienta de revisión ORES (100% translated)" lang="es" dir="ltr">español</a></li> <li><a href="/wiki/ORES_review_tool/fr" class="mw-pt-progress mw-pt-progress--complete" title="Outil de relecture ORES (100% translated)" lang="fr" dir="ltr">français</a></li> <li><a href="/wiki/ORES_review_tool/it" class="mw-pt-progress mw-pt-progress--med" title="Strumento per le revisioni ORES (32% translated)" lang="it" dir="ltr">italiano</a></li> <li><a href="/wiki/ORES_review_tool/lv" class="mw-pt-progress mw-pt-progress--low" title="ORES pārskatīšanas rīks (4% translated)" lang="lv" dir="ltr">latviešu</a></li> <li><a href="/wiki/ORES_review_tool/hu" class="mw-pt-progress mw-pt-progress--med" title="ORES-vizsgálóeszköz (20% translated)" lang="hu" dir="ltr">magyar</a></li> <li><a href="/wiki/ORES_review_tool/pl" class="mw-pt-progress mw-pt-progress--complete" title="Narzędzie do przeglądania ORES (100% translated)" lang="pl" dir="ltr">polski</a></li> <li><a href="/wiki/ORES_review_tool/pt" class="mw-pt-progress mw-pt-progress--low" title="Ferramenta de revisão ORES (8% translated)" lang="pt" dir="ltr">português</a></li> <li><a href="/wiki/ORES_review_tool/ru" class="mw-pt-progress mw-pt-progress--complete" title="Инструмент проверки ORES (100% translated)" lang="ru" dir="ltr">русский</a></li> <li><a href="/wiki/ORES_review_tool/sr" class="mw-pt-progress mw-pt-progress--med" title="Алатка за преглед ORES (24% translated)" lang="sr" dir="ltr">српски / srpski</a></li> <li><a href="/wiki/ORES_review_tool/ar" class="mw-pt-progress mw-pt-progress--low" title="أداة مراجعة ORES (8% translated)" lang="ar" dir="rtl">العربية</a></li> <li><a href="/wiki/ORES_review_tool/sd" class="mw-pt-progress mw-pt-progress--low" title="اوآراي ايس نظرثاني اوزار (8% translated)" lang="sd" dir="rtl">سنڌي</a></li> <li><a href="/wiki/ORES_review_tool/fa" class="mw-pt-progress mw-pt-progress--med" title="ابزار بازبینی اُرِس (36% translated)" lang="fa" dir="rtl">فارسی</a></li> <li><a href="/wiki/ORES_review_tool/bn" class="mw-pt-progress mw-pt-progress--high" title="ORES পর্যালোচনা সরঞ্জাম (76% translated)" lang="bn" dir="ltr">বাংলা</a></li> <li><a href="/wiki/ORES_review_tool/my" class="mw-pt-progress mw-pt-progress--med" title="ORES ပြန်လည်သုံးသပ်ကိရိယာ (24% translated)" lang="my" dir="ltr">မြန်မာဘာသာ</a></li> <li><a href="/wiki/ORES_review_tool/zh" class="mw-pt-progress mw-pt-progress--complete" title="ORES复核工具 (100% translated)" lang="zh" dir="ltr">中文</a></li> <li><a href="/wiki/ORES_review_tool/ja" class="mw-pt-progress mw-pt-progress--low" title="ORES review tool/ja (12% translated)" lang="ja" dir="ltr">日本語</a></li> <li><a href="/wiki/ORES_review_tool/ko" class="mw-pt-progress mw-pt-progress--med" title="ORES 리뷰 도구 (24% translated)" lang="ko" dir="ltr">한국어</a></li></ul></div> <figure typeof="mw:File/Thumb"><a href="/wiki/File:ORES_extension_screenshot.png" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/c/c0/ORES_extension_screenshot.png/400px-ORES_extension_screenshot.png" decoding="async" width="400" height="221" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/c/c0/ORES_extension_screenshot.png/600px-ORES_extension_screenshot.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/c/c0/ORES_extension_screenshot.png/800px-ORES_extension_screenshot.png 2x" data-file-width="1089" data-file-height="602"/></a><figcaption>Patrolling RecentChanges with the review tool enabled</figcaption></figure> <figure class="mw-default-size" typeof="mw:File/Thumb"><a href="/wiki/File:Lessons_learned_building_machine_learning_models_for_Wikidata.pdf" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/7/73/Lessons_learned_building_machine_learning_models_for_Wikidata.pdf/page1-220px-Lessons_learned_building_machine_learning_models_for_Wikidata.pdf.jpg" decoding="async" width="220" height="165" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/7/73/Lessons_learned_building_machine_learning_models_for_Wikidata.pdf/page1-330px-Lessons_learned_building_machine_learning_models_for_Wikidata.pdf.jpg 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/7/73/Lessons_learned_building_machine_learning_models_for_Wikidata.pdf/page1-440px-Lessons_learned_building_machine_learning_models_for_Wikidata.pdf.jpg 2x" data-file-width="1500" data-file-height="1125"/></a><figcaption>ORES presentation at Wikimania 2016</figcaption></figure> <p>The <b>ORES review tool</b> is the key user-facing feature of the <a href="/wiki/Special:MyLanguage/Extension:ORES" title="Special:MyLanguage/Extension:ORES">ORES extension</a>, which provides <i>objective revision evaluation services</i> to automatically rate a revision's characteristics: likelihood it is vandalism, degree to which it might be damaging, likelihood of being good faith, likelihood it will be reverted, and overall quality. The review interface integrates the scores generated by the <a href="/wiki/Special:MyLanguage/ORES" title="Special:MyLanguage/ORES">ORES service</a> into MediaWiki's interface. ORES provides automated scoring of revisions in order to aid editors. For example, ORES can predict whether or not an edit is vandalism, as well as the overall quality level of an article. See ORES' documentation for more information about what types of scoring are available. </p> <style data-mw-deduplicate="TemplateStyles:r6651107">.mw-parser-output .note{background-position:left 7px top 50%;padding:0.5em 0.5em 0.5em 40px;margin:0.5em 0;overflow:hidden;background-color:#f8f9fa;color:#333;background-repeat:no-repeat;border:1px solid #ddd}.mw-parser-output .note-inline{display:inline-block;vertical-align:middle}.mw-parser-output .note-info{background-color:#eaf3ff;color:#333;background-image:url("https://upload.wikimedia.org/wikipedia/commons/e/ec/OOjs_UI_icon_information-progressive.svg");background-size:25px;border-color:#a3caff;padding-left:40px;min-height:25px}.mw-parser-output .note-reminder{background-color:#fff9ea;color:#333;background-image:url("https://upload.wikimedia.org/wikipedia/commons/a/a8/OOjs_UI_icon_lightbulb-yellow.svg");background-size:25px;border-color:#fc3;min-height:25px}.mw-parser-output .note-warn{background-color:#fff9ea;color:#333;background-image:url("https://upload.wikimedia.org/wikipedia/commons/3/3b/OOjs_UI_icon_alert-warning.svg");background-size:25px;border-color:#fc3;min-height:25px}.mw-parser-output .note-error{background-color:#fee7e6;color:#333;background-image:url("https://upload.wikimedia.org/wikipedia/commons/b/bf/OOjs_UI_icon_notice-destructive.svg");background-size:25px;border-color:#c33;min-height:25px}@media screen{html.skin-theme-clientpref-night .mw-parser-output .note{background-color:transparent;color:inherit}}@media screen and (prefers-color-scheme:dark){html.skin-theme-clientpref-os .mw-parser-output .note{background-color:transparent;color:inherit}}</style><div role="note" class="note note-info">The default threshold is deliberately set low to capture almost all vandalism cases (so a number of false positives are also likely to occur). This is in contrast to anti-vandalism bots which set the threshold high to capture only the most obvious vandalism cases (and thus have few false positives). If you do not want to see the flag for most edits, you can simply change ORES sensitivity (see below).</div> <meta property="mw:PageProp/toc"/> <div class="mw-heading mw-heading2 ext-discussiontools-init-section"><h2 id="Using_ORES" data-mw-thread-id="h-Using_ORES"><span data-mw-comment-start="" id="h-Using_ORES"></span>Using ORES<span data-mw-comment-end="h-Using_ORES"></span></h2><!--__DTELLIPSISBUTTON__{"threadItem":{"headingLevel":2,"name":"h-","type":"heading","level":0,"id":"h-Using_ORES","replies":[]}}--></div> <p>If the ORES extension is activated, you can enable the review tool within your user account by looking under the "beta features" section of <a href="/wiki/Special:Preferences#mw-prefsection-betafeatures" title="Special:Preferences">Special:Preferences</a>. The review tool will augment <a href="/wiki/Special:RecentChanges" title="Special:RecentChanges">Special:RecentChanges</a> and <a href="/wiki/Special:Watchlist" title="Special:Watchlist">Special:Watchlist</a> by highlighting and flagging edits (with a red-colored <span style="color:red"><b>r</b></span>) that need review, because the ORES prediction model judges them to be "damaging". You will also be able to filter these lists by selecting the "Hide probably good edits" option. When you select this option, the review tool will hide any edits that ORES judges to be unlikely to be damaging. </p><p>If you review an edit and realize it is not vandalism, you can simply mark it as "patrolled", and the highlighting and flag will be removed. </p><p>You can change the sensitivity of ORES in your preferences (under the "Recent changes" tab) to "High (flags more edits)" or "Low (flags fewer edits)". You can also choose to make "Hide probably good edits" selected by default. </p> <div style="display: inline-block; vertical-align: top; text-align center;"><figure typeof="mw:File/Thumb"><a href="/wiki/File:ORES_extension.highlighted_change.png" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/a/a9/ORES_extension.highlighted_change.png/350px-ORES_extension.highlighted_change.png" decoding="async" width="350" height="182" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/a/a9/ORES_extension.highlighted_change.png/525px-ORES_extension.highlighted_change.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/a/a9/ORES_extension.highlighted_change.png/700px-ORES_extension.highlighted_change.png 2x" data-file-width="870" data-file-height="452"/></a><figcaption>Changes that "need review" and may be damaging are highlighted and flagged in Special:RecentChanges.</figcaption></figure></div><div style="display: inline-block; vertical-align: top;"><figure typeof="mw:File/Thumb"><a href="/wiki/File:ORES_extension.legend.png" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/f/ff/ORES_extension.legend.png/350px-ORES_extension.legend.png" decoding="async" width="350" height="150" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/f/ff/ORES_extension.legend.png 1.5x" data-file-width="514" data-file-height="220"/></a><figcaption>A "needs review" flag is described in the Special:RecentChanges legend.</figcaption></figure></div><div style="display: inline-block; vertical-align: top;"><figure typeof="mw:File/Thumb"><a href="/wiki/File:ORES_extension.recent_changes_prefs.png" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/8/86/ORES_extension.recent_changes_prefs.png/350px-ORES_extension.recent_changes_prefs.png" decoding="async" width="350" height="247" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/8/86/ORES_extension.recent_changes_prefs.png/525px-ORES_extension.recent_changes_prefs.png 1.5x, //upload.wikimedia.org/wikipedia/commons/8/86/ORES_extension.recent_changes_prefs.png 2x" data-file-width="663" data-file-height="467"/></a><figcaption>Configuration settings are available via Special:Preferences.</figcaption></figure></div> <div class="mw-heading mw-heading2 ext-discussiontools-init-section"><h2 id="FAQ" data-mw-thread-id="h-FAQ"><span data-mw-comment-start="" id="h-FAQ"></span>FAQ<span data-mw-comment-end="h-FAQ"></span></h2><!--__DTELLIPSISBUTTON__{"threadItem":{"headingLevel":2,"name":"h-","type":"heading","level":0,"id":"h-FAQ","replies":["h-How_does_ORES_detect_damaging_edits?-FAQ","h-Why_use_the_term_\"damaging\"_instead_of_\"vandalism\"?-FAQ"]}}--></div> <div class="mw-heading mw-heading3"><h3 id="How_does_ORES_detect_damaging_edits?" data-mw-thread-id="h-How_does_ORES_detect_damaging_edits?-FAQ"><span id="How_does_ORES_detect_damaging_edits.3F"></span><span data-mw-comment-start="" id="h-How_does_ORES_detect_damaging_edits?-FAQ"></span>How does ORES detect damaging edits?<span data-mw-comment-end="h-How_does_ORES_detect_damaging_edits?-FAQ"></span></h3></div> <p>ORES uses <a href="https://en.wikipedia.org/wiki/machine_learning" class="extiw" title="en:machine learning">machine learning</a> strategies to "learn" what damaging edits look like, by reviewing examples created by Wikipedians through <a href="https://meta.wikimedia.org/wiki/Wiki_labels" class="extiw" title="m:Wiki labels">Wiki labels</a>. </p> <div class="mw-heading mw-heading3"><h3 id="Why_use_the_term_"damaging"_instead_of_"vandalism"?" data-mw-thread-id="h-Why_use_the_term_"damaging"_instead_of_"vandalism"?-FAQ"><span id="Why_use_the_term_.22damaging.22_instead_of_.22vandalism.22.3F"></span><span data-mw-comment-start="" id="h-Why_use_the_term_"damaging"_instead_of_"vandalism"?-FAQ"></span>Why use the term "damaging" instead of "vandalism"?<span data-mw-comment-end="h-Why_use_the_term_"damaging"_instead_of_"vandalism"?-FAQ"></span></h3></div> <p>"Vandalism" is just a subset of what we want to catch when we're doing RC Patrolling. The word "vandalism" implies deliberate malicious intent. However, a patroller's job is to look for damaging edits whether the damage was actually intended or not. Therefore, referring to the edits that the review tool flags as "damaging" is more true to the kind of work the system is designed to support. </p><p>Note that the ORES service also provides a model that focuses on the good-faith/bad-faith distinction ("goodfaith"). It'll be easier to take advantage of that when we deploy the next major change to filtering on the RC page for the review tool. See the <a href="/wiki/Topic:Tflhjj5x1numzg67" title="Topic:Tflhjj5x1numzg67">Including new filter interface in ORES review tool topic</a> under discussion. </p><p>See <a href="/wiki/Special:MyLanguage/ORES#Edit_quality" title="Special:MyLanguage/ORES">ORES#Edit quality</a> for more information about how "edit quality" is evaluated in ORES. </p> <!-- NewPP limit report Parsed by mw‐web.eqiad.main‐7c55db6c78‐smp49 Cached time: 20241025111343 Cache expiry: 2592000 Reduced expiry: false Complications: [show‐toc] DiscussionTools time usage: 0.006 seconds CPU time usage: 0.189 seconds Real time usage: 0.288 seconds Preprocessor visited node count: 103/1000000 Post‐expand include size: 990/2097152 bytes Template argument size: 826/2097152 bytes Highest expansion depth: 5/100 Expensive parser function count: 0/500 Unstrip recursion depth: 0/20 Unstrip post‐expand size: 5758/5000000 bytes Lua time usage: 0.004/10.000 seconds Lua memory usage: 630590/52428800 bytes Number of Wikibase entities loaded: 0/400 --> <!-- Transclusion expansion time report (%,ms,calls,template) 100.00% 33.533 1 -total 49.90% 16.733 1 Template:Int 49.80% 16.698 1 Template:Note --> <!-- Saved in parser cache with key mediawikiwiki:pcache:idhash:589034-0!canonical and timestamp 20241025111343 and revision id 5050450. 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