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In Run 3, improved machine-learning techniques have been introduced to distinguish heavy-flavor jets from those originating from the hadronization of light-flavor (uds) quarks or gluons (g). Therefore, it is crucial to compare the distributions of data and simulations of input variables, tagging discriminants, and other pertinent kinematic observables between data and simulated events. In this proceeding, five selections to enriched different processes are presented top quark-antiquark production ($t\bar{t}$) in the dileptonic final state (enriched in b jets), in the semileptonic final state (enriched in b and c jets), W boson plus charm production (enriched in c jets), Drell-Yan production, and QCD multijet production (enriched in light-flavor jets). These selections are shown with proton-proton collision data at $\sqrt{s}=13.6$\,TeV corresponding to an integrated luminosity of 61.7\,$\text{fb}^{-1}$ and recorded by the CMS experiment in 2022 and 2023. These studies rely on a modern and fast framework. It has been developed and automated to produce the comparisons presented, along with its technical details. Lee, Ming-yan" /> <meta name="keywords" content="General, Physics" /> <script type="text/javascript" src="https://cds.cern.ch/js/jquery.min.js"></script>  <link rel="stylesheet" href="https://cds.cern.ch/img/webnews.css" type="text/css" />  <script type="text/javascript" src="https://cds.cern.ch/js/webnews.js?v=20131009"></script> <meta property="fb:app_id" content="137353533001720"/> <script type="text/x-mathjax-config"> MathJax.Hub.Config({ tex2jax: {inlineMath: [['$','$']], processEscapes: true}, showProcessingMessages: false, messageStyle: "none" }); </script> <script src="/MathJax/MathJax.js?config=TeX-AMS_CHTML" type="text/javascript"> </script>  <meta content="Run 3 commissioning results of heavy-flavor jet tagging at $\sqrt{s}=$ 13.6 TeV with CMS data using a modern framework for data processing" name="citation_title" /> <meta content="Lee, Ming-yan" name="citation_author" /> <meta content="10.22323/1.478.0272" name="citation_doi" /> <meta content="PoS" name="citation_journal_title" /> <meta content="LHCP2024" name="citation_volume" /> <meta content="272" name="citation_firstpage" /> <meta content="2024/10/22" name="citation_publication_date" /> <meta name="citation_online_date" content="2024/10/28"> <meta content="CMS-CR-2024-269" name="citation_technical_report_number" /> <meta content="10.22323/1.478.0272" name="citation_doi" /> <meta name="citation_pdf_url" content="https://cds.cern.ch/record/2915240/files/CR2024_269.pdf" />  <meta content="Run 3 commissioning results of heavy-flavor jet tagging at $\sqrt{s}=$ 13.6 TeV with CMS data using a modern framework for data processing" property="og:title" /> <meta content="website" property="og:type" /> <meta content="website" property="og:type" /> <meta content="website" property="og:type" /> <meta content="https://cds.cern.ch/record/2915240" property="og:url" /> <meta content="CERN Document Server" property="og:site_name" /> <meta content="The identification of jets arising from heavy-flavor (bottom or charm) quarks primarily relies on detector inputs from reconstructed charged particle tracks and information about secondary vertices contained within reconstructed jets. In Run 3, improved machine-learning techniques have been introduced to distinguish heavy-flavor jets from those originating from the hadronization of light-flavor (uds) quarks or gluons (g). Therefore, it is crucial to compare the distributions of data and simulations of input variables, tagging discriminants, and other pertinent kinematic observables between data and simulated events. In this proceeding, five selections to enriched different processes are presented top quark-antiquark production ($t\bar{t}$) in the dileptonic final state (enriched in b jets), in the semileptonic final state (enriched in b and c jets), W boson plus charm production (enriched in c jets), Drell-Yan production, and QCD multijet production (enriched in light-flavor jets). These selections are shown with proton-proton collision data at $\sqrt{s}=13.6$\,TeV corresponding to an integrated luminosity of 61.7\,$\text{fb}^{-1}$ and recorded by the CMS experiment in 2022 and 2023. These studies rely on a modern and fast framework. It has been developed and automated to produce the comparisons presented, along with its technical details." property="og:description" />  <meta content="summary" name="twitter:card" /> <meta content="summary" name="twitter:card" /> <meta content="summary" name="twitter:card" /> <style></style> </head> <body class="CMS32Preprints search" lang="el">  <div id="cern-toolbar"> <h1><a href="http://cern.ch" title="CERN">CERN <span>Accelerating science</span></a></h1> <ul> <li class="cern-accountlinks"><a class="cern-account" href="https://cds.cern.ch/youraccount/login?ln=el&referer=https%3A//cds.cern.ch/record/2915240%3Fln%3Del" title="Sign in to your CERN account">Sign in</a></li> <li><a class="cern-directory" href="http://cern.ch/directory" title="Search CERN resources and browse the directory">Directory</a></li> </ul> </div>   <div role="banner" class="clearfix" id="header"> <div class="header-inner inner"> <hgroup class="clearfix"> <h2 id="site-name"> <a rel="home" title="Home" href="/"><span>CERN Document Server</span></a> </h2> <h3 id="site-slogan">Access articles, reports and multimedia content in HEP</h3> </hgroup> <div role="navigation" id="main-navigation" class="cdsmenu"> <h2 class="element-invisible">Main menu</h2><ul class="links inline clearfix"> <li class="menu-386 first active-trail"><a class="active-trail" href="https://cds.cern.ch/?ln=el">Αναζήτηση</a></li> <li class="menu-444 "><a class="" title="" href="https://cds.cern.ch/submit?ln=el">Υποβολή</a></li> <li class="menu-426 "><a class="" href="https://cds.cern.ch/help/?ln=el">Βοήθεια</a></li> <li class="leaf hassubcdsmenu"> <a hreflang="en" class="header" href="https://cds.cern.ch/youraccount/display?ln=el">Ρυθμίσεις</a> <ul class="subsubcdsmenu"><li><a href="https://cds.cern.ch/youralerts/list?ln=el">Οι Ειδοποιήσεις μου</a></li><li><a href="https://cds.cern.ch/yourbaskets/display?ln=el">Τα καλάθια μου</a></li><li><a href="https://cds.cern.ch/yourcomments?ln=el">Your comments</a></li><li><a href="https://cds.cern.ch/youralerts/display?ln=el">Οι Αναζητήσεις μου</a></li></ul></li> </ul> </div> </div> </div>  <table class="navtrailbox"> <tr> <td class="navtrailboxbody"> <a href="/?ln=el" class="navtrail">Αρχική Σελίδα</a> > <a href="/collection/CMS%20Collection?ln=el" class="navtrail">CMS Collection</a> > <a href="/collection/CMS%20Preprints?ln=el" class="navtrail">CMS Preprints</a> > Run 3 commissioning results of heavy-flavor jet tagging at $\sqrt{s}=$ 13.6 TeV with CMS data using a modern framework for data processing </td> </tr> </table> </div> <div class="pagebody"><div class="pagebodystripemiddle"> <div class="detailedrecordbox"> <div class="detailedrecordtabs"> <div> <ul class="detailedrecordtabs"><li class="on first"><a href="/record/2915240/?ln=el">Πληροφορίες </a></li><li class=""><a href="/record/2915240/references?ln=el">Αριθμοί αναφοράς </a></li><li class=""><a href="/record/2915240/comments?ln=el">Συζήτηση (0) </a></li><li class=""><a href="/record/2915240/files?ln=el">Αρχεία </a></li></ul> <div id="tabsSpacer" style="clear:both;height:0px"> </div></div> </div> <div class="detailedrecordboxcontent"> <div class="top-left-folded"></div> <div class="top-right-folded"></div> <div class="inside">  <abbr class="unapi-id" title="2915240"></abbr>  <link href="/img/download_and_embed_buttons.css" rel="stylesheet" type="text/css" /> <style type="text/css">  .video_talk_wrapper{ max-width: 640px; min-height: 360px; } </style> <table class="formatRecordTableFullWidth"> <tr> <td class="formatRecordHeader" style="background-image: url('/img/journals.jpg');" colspan="2">  CMS Note </td> </tr> <tr><td class="formatRecordLabel"> Report number </td><td style="padding-left:5px;">CMS-CR-2024-269</td></tr> <tr><td class="formatRecordLabel"> Title </td><td style="padding-left:5px;"><b>Run 3 commissioning results of heavy-flavor jet tagging at $\sqrt{s}=$ 13.6 TeV with CMS data using a modern framework for data processing</b></td></tr> <style> .video_control_container, #video_controlbutton { display: none; }#video_detailbox_download {display: none;}#video_detailbox_embed {display: none;}</style> <div class="video_control_container"> <div style="box-sizing: inherit;position: relative;min-height: 1em;margin: 1em 0;background: #f8f8f9;padding: 1em 1.5em;line-height: 1.4285em;transition: opacity .1s ease,color .1s ease,background .1s ease,box-shadow .1s ease,-webkit-box-shadow .1s ease;border-radius: .28571429rem;font-size: 1.1em;margin-top: 0;margin-bottom: 6px;background-color: #f8ffff;color: #276f86;box-shadow: 0 0 0 1px #a9d5de inset,0 0 0 0 transparent;"> <i class="fa fa-info"></i><span style="padding-left: 9px;">If you experience any problem watching the video, click the download button below</span> </div> <a id="video_controlbutton_download" rel="download_button" class="video_controlbutton" href="#">Download</a> <a id="video_controlbutton_embed" class="video_controlbutton" href="#">Embed</a> </div> <div id="video_detailbox_download" style="margin:10px"> </div> <div id="video_detailbox_embed" style="margin:10px"> </div> <tr><td class="formatRecordLabel"> <span style="white-space:nowrap;">Author(s)</span> </td><td style="padding-left:5px;"><a href="https://cds.cern.ch/search?f=author&p=Lee%2C%20Ming-yan&ln=el">Lee, Ming-yan</a> (Aachen, Tech. Hochsch.)</td></tr> <tr><td class="formatRecordLabel"> Publication </td><td style="padding-left:5px;">2024</td></tr> <tr><td class="formatRecordLabel"> Collaboration </td><td style="padding-left:5px;">CMS Collaboration</td></tr>  <script type="text/javascript"> /* * Changes the Imprint title to Date - Duration as requested by RQF0820114 * This is a hack not to touch the general imprint format element */ $(document).ready(function() { var collections = 'INTNOTECMSPUBL ; ConferencePaper ; ARTICLE'; if (collections.indexOf('E-LEARNING') > -1) { $('.cern-imprint-label').text('Date - Duration'); } }) </script> <tr><td class="formatRecordLabel cern-imprint-label"> Imprint </td><td style="padding-left:5px;">22 Oct 2024</td></tr> <tr><td class="formatRecordLabel"> Number of pages </td><td style="padding-left:5px;">8</td></tr>  <tr><td class="formatRecordLabel"> Published in: </td><td style="padding-left:5px;"><a href="http://dx.doi.org/10.22323/1.478.0272"><i>PoS</i> LHCP2024 (2024) 272</a> </a></td></tr> <tr><td class="formatRecordLabel"> Presented at </td><td style="padding-left:5px;"><a href="https://cds.cern.ch/record/2897247">12th Edition of the Large Hadron Collider Physics Conference (LHCP2024)</a>, Boston, United States, 3 - 7 Jun 2024, pp.272</td></tr> <tr><td class="formatRecordLabel"> DOI </td><td style="padding-left:5px;"><a href="http://dx.doi.org/10.22323/1.478.0272" title="DOI" target="_blank">10.22323/1.478.0272</a> <tr><td class="formatRecordLabel"> Subject category </td><td style="padding-left:5px;">Detectors and Experimental Techniques</td></tr> <tr><td class="formatRecordLabel"> Accelerator/Facility, Experiment </td><td style="padding-left:5px;"><a href="https://cds.cern.ch/search?p=CERN%20LHC&f=693__a">CERN LHC</a> ; <a href="https://cds.cern.ch/search?p=CMS&f=693__e">CMS</a></td></tr> <tr><td class="formatRecordLabel"> Keywords </td><td style="padding-left:5px;"><a href="https://cds.cern.ch/search?f=keyword&p=General&ln=el">General</a> ; <a href="https://cds.cern.ch/search?f=keyword&p=Physics&ln=el">Physics</a></td></tr> <tr><td class="formatRecordLabel"> Abstract </td><td style="padding-left:5px;">The identification of jets arising from heavy-flavor (bottom or charm) quarks primarily relies on detector inputs from reconstructed charged particle tracks and information about secondary vertices contained within reconstructed jets. In Run 3, improved machine-learning techniques have been introduced to distinguish heavy-flavor jets from those originating from the hadronization of light-flavor (uds) quarks or gluons (g). Therefore, it is crucial to compare the distributions of data and simulations of input variables, tagging discriminants, and other pertinent kinematic observables between data and simulated events. In this proceeding, five selections to enriched different processes are presented top quark-antiquark production ($t\bar{t}$) in the dileptonic final state (enriched in b jets), in the semileptonic final state (enriched in b and c jets), W boson plus charm production (enriched in c jets), Drell-Yan production, and QCD multijet production (enriched in light-flavor jets). These selections are shown with proton-proton collision data at $\sqrt{s}=13.6$\,TeV corresponding to an integrated luminosity of 61.7\,$\text{fb}^{-1}$ and recorded by the CMS experiment in 2022 and 2023. These studies rely on a modern and fast framework. It has been developed and automated to produce the comparisons presented, along with its technical details.</td></tr> <tr><td class="formatRecordLabel"> Other source </td><td style="padding-left:5px;"><a href="http://inspirehep.net/record/2866411">Inspire</a></td></tr> </table> <br/><div><div style="clear: both;"> </div></div> <script type="text/javascript"> // Initially hide: $(".longCaption").hide(); // Allow to toggle visibility: $(".toggleLongCaption").toggle(function(){ $(this).siblings(".longCaption").show('fast'); var thisElem = $(this); thisElem.text(thisElem.text() === "περισσότερα" ? "λιγότερα" : "περισσότερα"); },function(){ $(this).siblings(".longCaption").hide('fast'); var thisElem = $(this); thisElem.text(thisElem.text() === "περισσότερα" ? 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In Run 3, improved machine-learning techniques have been introduced to distinguish heavy-flavor jets from those originating from the hadronization of light-flavor (uds) quarks or gluons (g). Therefore, it is crucial to compare the distributions of data and simulations of input variables, tagging discriminants, and other pertinent kinematic observables between data and simulated events. In this proceeding, five selections to enriched different processes are presented top quark-antiquark production ($t\\bar{t}$) in the dileptonic final state (enriched in b jets), in the semileptonic final state (enriched in b and c jets), W boson plus charm production (enriched in c jets), Drell-Yan production, and QCD multijet production (enriched in light-flavor jets). These selections are shown with proton-proton collision data at $\\sqrt{s}=13.6$\\,TeV corresponding to an integrated luminosity of 61.7\\,$\\text{fb}^{-1}$ and recorded by the CMS experiment in 2022 and 2023. 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