WN18RR Dataset | Papers With Code

<!doctype html> <html lang="en"> <head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"> <script> const GTAG_ENABLED = true ; const GTAG_TRACKING_ID = "UA-121182717-1"; const SENTRY_DSN_FRONTEND = "".trim(); const GLOBAL_CSRF_TOKEN = 'QtRro6mANStgKKtBm6mREkq0AnvfMp0E7CgRJDNJvHoESuzZeQ1X3hoXsmFx0LZF'; const MEDIA_URL = "https://production-media.paperswithcode.com/"; const ASSETS_URL = "https://production-assets.paperswithcode.com"; run_after_frontend_loaded = window.run_after_frontend_loaded || []; </script> <link rel="preconnect" href="https://production-assets.paperswithcode.com"><link rel="dns-prefetch" href="https://production-assets.paperswithcode.com"><link rel="preload" as="font" type="font/woff2" href="https://production-assets.paperswithcode.com/perf/fonts/65e877e527022735c1a1.woff2" crossorigin><link rel="preload" as="font" type="font/woff2" href="https://production-assets.paperswithcode.com/perf/fonts/917632e36982ca7933c8.woff2" crossorigin><link rel="preload" as="font" type="font/woff2" href="https://production-assets.paperswithcode.com/perf/fonts/f1405bd8a987c2ea8a67.woff2" crossorigin><script>(()=>{if(GTAG_ENABLED){const t=document.createElement("script");function n(){window.dataLayer.push(arguments)}t.src=`https://www.googletagmanager.com/gtag/js?id=${GTAG_TRACKING_ID}`,document.head.appendChild(t),window.dataLayer=window.dataLayer||[],window.gtag=n,n("js",new Date),n("config",GTAG_TRACKING_ID),window.captureOutboundLink=function(t){n("event","click",{event_category:"outbound",event_label:t})}}else window.captureOutboundLink=function(n){document.location=n}})();</script><link rel="preload" as="script" href="https://production-assets.paperswithcode.com/perf/766.4af6b88b.js"><link rel="preload" as="script" href="https://production-assets.paperswithcode.com/perf/2.6da00df7.js"><link rel="preload" as="script" href="https://production-assets.paperswithcode.com/perf/814.49dcf06c.js"><link rel="preload" as="style" href="https://production-assets.paperswithcode.com/perf/918.c41196c3.css"><link rel="preload" as="style" href="https://production-assets.paperswithcode.com/perf/view_dataset.b56df998.css"><link rel="preload" as="script" href="https://production-assets.paperswithcode.com/perf/view_dataset.22fdaf24.js"><link rel="stylesheet" href="https://production-assets.paperswithcode.com/perf/918.c41196c3.css"><link rel="stylesheet" href="https://production-assets.paperswithcode.com/perf/view_dataset.b56df998.css">  <title>WN18RR Dataset | Papers With Code</title> <meta name="description" content="WN18RR is a link prediction dataset created from WN18, which is a subset of WordNet. WN18 consists of 18 relations and 40,943 entities. However, many text triples are obtained by inverting triples from the training set. Thus the WN18RR dataset is created to ensure that the evaluation dataset does not have inverse relation test leakage. In summary, WN18RR dataset contains 93,003 triples with 40,943 entities and 11 relation types." />  <meta property="og:title" content="Papers with Code - WN18RR Dataset"> <meta property="og:description" content="WN18RR is a link prediction dataset created from WN18, which is a subset of WordNet. WN18 consists of 18 relations and 40,943 entities. However, many text triples are obtained by inverting triples from the training set. Thus the WN18RR dataset is created to ensure that the evaluation dataset does not have inverse relation test leakage. In summary, WN18RR dataset contains 93,003 triples with 40,943 entities and 11 relation types."> <meta property="og:image" content="https://production-media.paperswithcode.com/datasets/default.gif"> <meta property="og:url" content="https://paperswithcode.com/dataset/wn18rr">  <meta name="twitter:card" content="summary_large_image"> <meta name="twitter:site" content="@paperswithcode"> <meta name="twitter:title" content="Papers with Code - WN18RR Dataset"> <meta name="twitter:description" content="WN18RR is a link prediction dataset created from WN18, which is a subset of WordNet. WN18 consists of 18 relations and 40,943 entities. However, many text triples are obtained by inverting triples from the training set. Thus the WN18RR dataset is created to ensure that the evaluation dataset does not have inverse relation test leakage. In summary, WN18RR dataset contains 93,003 triples with 40,943 entities and 11 relation types."> <meta name="twitter:creator" content="@paperswithcode"> <meta name="twitter:url" content="https://paperswithcode.com/dataset/wn18rr"> <meta name="twitter:domain" content="paperswithcode.com">  <script type="application/ld+json">{ "@context": "http://schema.org", "@graph": { "@type": "Dataset", "@id": "wn18rr", "name": "WN18RR Dataset", "description": "WN18RR is a link prediction dataset created from WN18, which is a subset of WordNet. WN18 consists of 18 relations and 40,943 entities. However, many text triples are obtained by inverting triples from the training set. Thus the WN18RR dataset is created to ensure that the evaluation dataset does not have inverse relation test leakage. In summary, WN18RR dataset contains 93,003 triples with 40,943 entities and 11 relation types.", "url": "https://paperswithcode.com/dataset/wn18rr", "image": "https://production-media.paperswithcode.com/datasets/default.gif", "headline": "WN18RR Dataset", "author": [ { "@type": "Person", "@id": "#Antoine_Bordes", "name": "Antoine Bordes", "image": "https://paperswithcode.com/static/" }, { "@type": "Person", "@id": "#Nicolas_Usunier", "name": "Nicolas Usunier", "image": "https://paperswithcode.com/static/" }, { "@type": "Person", "@id": "#Alberto_Garcia-Duran", "name": "Alberto Garcia-Duran", "image": "https://paperswithcode.com/static/" }, { "@type": "Person", "@id": "#Jason_Weston", "name": "Jason Weston", "image": "https://paperswithcode.com/static/" }, { "@type": "Person", "@id": "#Oksana_Yakhnenko", "name": "Oksana Yakhnenko", "image": "https://paperswithcode.com/static/" } ], "includedInDataCatalog": { "@type": "DataCatalog", "name": "Papers with Code", "url": "https://paperswithcode.com/datasets", "image": "https://paperswithcode.com/static/datasets.jpg", "headline": "Papers with Code" } } }</script> <meta name="theme-color" content="#fff"/> <link rel="manifest" href="https://production-assets.paperswithcode.com/static/manifest.web.json"> </head> <body> <nav class="navbar navbar-expand-lg navbar-light header"> <a class="navbar-brand" href="/"> <span class=" icon-wrapper" data-name="pwc"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><path d="M88 128h48v256H88zm144 0h48v256h-48zm-72 16h48v224h-48zm144 0h48v224h-48zm72-16h48v256h-48z"/><path d="M104 104V56H16v400h88v-48H64V104zm304-48v48h40v304h-40v48h88V56z"/></svg></span> </a> <div class="navbar-mobile-twitter d-lg-none"> <a rel="noreferrer" href="https://twitter.com/paperswithcode"> <span class=" icon-wrapper icon-fa icon-fa-brands" data-name="twitter"><svg viewBox="0 0 512.001 515.25" xmlns="http://www.w3.org/2000/svg"><path d="M459.37 152.016c.326 4.548.326 9.097.326 13.645 0 138.72-105.583 298.558-298.559 298.558C101.685 464.22 46.457 447 0 417.114c8.447.973 16.568 1.298 25.34 1.298 49.054 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.113-72.772 6.499.975 12.996 1.624 19.819 1.624 9.42 0 18.843-1.3 27.613-3.573-48.08-9.747-84.142-51.98-84.142-102.984v-1.3c13.968 7.798 30.213 12.67 47.43 13.32-28.263-18.843-46.78-51.006-46.78-87.391 0-19.492 5.196-37.36 14.294-52.954 51.654 63.674 129.3 105.258 216.364 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.827 46.782-104.934 104.934-104.934 30.214 0 57.502 12.67 76.671 33.136 23.715-4.548 46.455-13.319 66.599-25.34-7.798 24.367-24.366 44.834-46.132 57.828 21.117-2.274 41.584-8.122 60.426-16.244-14.292 20.791-32.161 39.309-52.628 54.253z"/></svg></span> </a> </div> <button class="navbar-toggler" type="button" data-toggle="collapse" data-bs-toggle="collapse" data-target="#top-menu" data-bs-target="#top-menu" aria-controls="top-menu" aria-expanded="false" aria-label="Toggle navigation" > <span class="navbar-toggler-icon"></span> </button> <div class="collapse navbar-collapse" id="top-menu"> <ul class="navbar-nav mr-auto navbar-nav__left light-header"> <li class="nav-item header-search"> <form action="/search" method="get" id="id_global_search_form" autocomplete="off"> <input type="text" name="q_meta" style="display:none" id="q_meta" /> <input type="hidden" name="q_type" id="q_type" /> <input id="id_global_search_input" autocomplete="off" value="" name='q' class="global-search" type="search" placeholder='Search'/> <button type="submit" class="icon"><span class=" icon-wrapper icon-fa icon-fa-light" data-name="search"><svg viewBox="0 0 512.025 520.146" xmlns="http://www.w3.org/2000/svg"><path d="M508.5 482.6c4.7 4.7 4.7 12.3 0 17l-9.9 9.9c-4.7 4.7-12.3 4.7-17 0l-129-129c-2.2-2.3-3.5-5.3-3.5-8.5v-10.2C312 396 262.5 417 208 417 93.1 417 0 323.9 0 209S93.1 1 208 1s208 93.1 208 208c0 54.5-21 104-55.3 141.1H371c3.2 0 6.2 1.2 8.5 3.5zM208 385c97.3 0 176-78.7 176-176S305.3 33 208 33 32 111.7 32 209s78.7 176 176 176z"/></svg></span></button> </form> </li> <li class="nav-item"> <a class="nav-link" href="/sota"> Browse State-of-the-Art </a> </li> <li class="nav-item"> <a class="nav-link" href="/datasets"> Datasets </a> </li> <li class="nav-item"> <a class="nav-link" href="/methods">Methods</a> </li> <li class="nav-item dropdown"> <a class="nav-link dropdown-toggle" role="button" id="navbarDropdownRepro" data-toggle="dropdown" data-bs-toggle="dropdown" aria-haspopup="true" aria-expanded="false" > More </a> <div class="dropdown-menu" aria-labelledby="navbarDropdownRepro"> <a class="dropdown-item" href="/newsletter">Newsletter</a> <a class="dropdown-item" href="/rc2022">RC2022</a> <div class="dropdown-divider"></div> <a class="dropdown-item" href="/about">About</a> <a class="dropdown-item" href="/trends">Trends</a> <a class="dropdown-item" href="https://portal.paperswithcode.com/"> Portals </a> <a class="dropdown-item" href="/libraries"> Libraries </a> </div> </li> </ul> <ul class="navbar-nav ml-auto navbar-nav__right navbar-subscribe justify-content-center align-items-center"> <li class="nav-item"> <a class="nav-link" rel="noreferrer" href="https://twitter.com/paperswithcode"> <span class="nav-link-social-icon icon-wrapper icon-fa icon-fa-brands" data-name="twitter"><svg viewBox="0 0 512.001 515.25" xmlns="http://www.w3.org/2000/svg"><path d="M459.37 152.016c.326 4.548.326 9.097.326 13.645 0 138.72-105.583 298.558-298.559 298.558C101.685 464.22 46.457 447 0 417.114c8.447.973 16.568 1.298 25.34 1.298 49.054 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.113-72.772 6.499.975 12.996 1.624 19.819 1.624 9.42 0 18.843-1.3 27.613-3.573-48.08-9.747-84.142-51.98-84.142-102.984v-1.3c13.968 7.798 30.213 12.67 47.43 13.32-28.263-18.843-46.78-51.006-46.78-87.391 0-19.492 5.196-37.36 14.294-52.954 51.654 63.674 129.3 105.258 216.364 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.827 46.782-104.934 104.934-104.934 30.214 0 57.502 12.67 76.671 33.136 23.715-4.548 46.455-13.319 66.599-25.34-7.798 24.367-24.366 44.834-46.132 57.828 21.117-2.274 41.584-8.122 60.426-16.244-14.292 20.791-32.161 39.309-52.628 54.253z"/></svg></span> </a> </li> <li class="nav-item"> <a id="signin-link" class="nav-link" href="/accounts/login?next=/dataset/wn18rr">Sign In</a> </li> </ul> </div> </nav>  <div class="modal fade" id="emailModal" tabindex="-1" role="dialog" aria-labelledby="emailModalLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h3 class="modal-title" id="emailModalLabel">Subscribe to the PwC Newsletter</h3> <button type="button" class="close" data-dismiss="modal" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <div class="modal-body-info-text"> Stay informed on the latest trending ML papers with code, research developments, libraries, methods, and datasets.<br/><br/> <a href="/newsletter">Read previous issues</a> </div> <input type="hidden" name="csrfmiddlewaretoken" value="QtRro6mANStgKKtBm6mREkq0AnvfMp0E7CgRJDNJvHoESuzZeQ1X3hoXsmFx0LZF"> <input placeholder="Enter your email" type="email" class="form-control pwc-email" name="address" id="id_address" max_length="100" required> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary">Subscribe</button> </div> </form> </div> </div> </div>  <div class="modal fade" id="loginModal" tabindex="-1" role="dialog" aria-labelledby="loginModalLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="loginModalLabel">Join the community</h5> <button type="button" class="close btn-close" data-dismiss="modal" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="login-modal-message"> You need to <a href="/accounts/login?next=/dataset/wn18rr">log in</a> to edit.<br/> You can <a href="/accounts/register?next=/dataset/wn18rr">create a new account</a> if you don't have one.<br/><br/> </div> </div> </div> </div>  <div class="modal fade" id="editDataset" role="dialog" aria-labelledby="editDatasetLabel" aria-hidden="true"> <div class="modal-dialog modal-lg" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="editDatasetLabel">Edit Dataset</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <form class="dataset-form" method="post" enctype="multipart/form-data"> <input type="hidden" name="csrfmiddlewaretoken" value="QtRro6mANStgKKtBm6mREkq0AnvfMp0E7CgRJDNJvHoESuzZeQ1X3hoXsmFx0LZF"> <div id="div_id_name" class="form-group"> <label for="id_name" class=" requiredField"> Dataset name:<span class="asteriskField">*</span> </label> <div class=""> <input type="text" name="name" value="WN18RR" class="textinput textInput form-control" required id="id_name"> </div> </div> <div id="div_id_full_name" class="form-group"> <label for="id_full_name" class=""> Full name (optional): </label> <div class=""> <input type="text" name="full_name" class="textinput textInput form-control" id="id_full_name"> </div> </div> <div id="div_id_description" class="form-group"> <label for="id_description" class=" requiredField"> Description (Markdown and $\LaTeX$ enabled):<span class="asteriskField">*</span> </label> <div class=""> <textarea name="description" cols="40" rows="6" placeholder="Briefly describe the dataset. Provide: * a high-level explanation of the dataset characteristics * explain motivations and summary of its content * potential use cases of the dataset If the description or image is from a different paper, please refer to it as follows: Source: [title](url) Image Source: [title](url) " class="md-sources-autocomplete textarea form-control" required id="id_description"> **WN18RR** is a link prediction dataset created from WN18, which is a subset of WordNet. WN18 consists of 18 relations and 40,943 entities. However, many text triples are obtained by inverting triples from the training set. Thus the WN18RR dataset is created to ensure that the evaluation dataset does not have inverse relation test leakage. In summary, WN18RR dataset contains 93,003 triples with 40,943 entities and 11 relation types. Source: [End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion](https://arxiv.org/abs/1811.04441)</textarea> </div> </div> <div id="div_id_url" class="form-group"> <label for="id_url" class=""> Homepage URL (optional): </label> <div class=""> <input type="text" name="url" value="https://download.microsoft.com/download/8/7/0/8700516A-AB3D-4850-B4BB-805C515AECE1/FB15K-237.2.zip" class="textinput textInput form-control" id="id_url"> </div> </div> <div id="div_id_paper" class="form-group"> <label for="id_paper" class=""> Paper where the dataset was introduced: </label> <div class=""> <select name="paper" style="width: 350px" class="modelselect2 form-control custom-select" id="id_paper" data-autocomplete-light-language="en" data-autocomplete-light-url="/sota/autocomplete/paper" data-autocomplete-light-function="select2"> <option value="">---------</option> <option value="79410" selected>Translating Embeddings for Modeling Multi-relational Data</option> </select><div style="display:none" class="dal-forward-conf" id="dal-forward-conf-for_id_paper"><script type="text/dal-forward-conf">[{"type": "const", "val": true, "dst": "all_portals"}]</script></div> </div> </div> <div id="div_id_introduced_date" class="form-group"> <label for="id_introduced_date" class=""> Introduction date: </label> <div class=""> <input type="text" name="introduced_date" value="2013-12-01" autocomplete="off" class="dateinput form-control" id="id_introduced_date"> </div> </div> <div id="div_id_license_name" class="form-group"> <label for="id_license_name" class=""> Dataset license: </label> <div class=""> <input type="text" name="license_name" value="Unknown" maxlength="500" class="textinput textInput form-control" id="id_license_name"> </div> </div> <div id="div_id_license_url" class="form-group"> <label for="id_license_url" class=""> URL to full license terms: </label> <div class=""> <input type="url" name="license_url" maxlength="200" class="urlinput form-control" id="id_license_url"> </div> </div> <div id="div_id_image" class="form-group"> <label for="id_image" class=""> Image </label> <div class=" mb-2"> <div class="form-control custom-file" style="border:0"> <input type="file" name="image" class="custom-file-input" accept="image/*" id="id_image"> <label class="custom-file-label text-truncate" for="id_image">---</label> <script type="text/javascript" id="script-id_image"> document.getElementById("script-id_image").parentNode.querySelector('.custom-file-input').onchange = function (e){ var filenames = ""; for (let i=0;i<e.target.files.length;i++){ filenames+=(i>0?", ":"")+e.target.files[i].name; } e.target.parentNode.querySelector('.custom-file-label').textContent=filenames; } </script> </div> </div> </div> <input type="hidden" name="prediction_id" id="id_prediction_id"> <div class="modal-footer"> <button type="submit" name="edit-dataset" class="btn btn-primary">Save</button> </div> </form> </div> </div> </div> </div>  <div class="modal fade" id="editTasks" role="dialog" aria-labelledby="editTasksLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="editTasksLabel">Edit Dataset Tasks</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="QtRro6mANStgKKtBm6mREkq0AnvfMp0E7CgRJDNJvHoESuzZeQ1X3hoXsmFx0LZF"> <div id="div_id_tasks" class="form-group"> <label for="id_tasks" class=""> Add or remove tasks: </label> <div class=""> <select name="tasks" data-container-css-class="select2-lockable-tags" data-allow-clear="false" style="width: 100%" class="modelselect2multiple form-control" id="id_tasks" data-autocomplete-light-language="en" data-autocomplete-light-url="/task-autocomplete/" data-autocomplete-light-function="select2" multiple> <option value="3099" selected>Ancestor-descendant prediction</option> <option value="224" selected>Knowledge Graph Completion</option> <option value="31" selected>Link Prediction</option> </select><div style="display:none" class="dal-forward-conf" id="dal-forward-conf-for_id_tasks"><script type="text/dal-forward-conf">[{"type": "const", "val": true, "dst": "disable_create_option"}]</script></div> </div> </div> <p> Some tasks are inferred based on the benchmarks list. </p> <div class="modal-footer"> <button type="submit" class="btn btn-primary" name="edit-tasks"> Save </button> </div> </form> </div> </div> </div> </div>  <div class="modal fade" id="addLoader" role="dialog" aria-labelledby="addLoaderLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="addLoaderLabel">Add a Data Loader</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="QtRro6mANStgKKtBm6mREkq0AnvfMp0E7CgRJDNJvHoESuzZeQ1X3hoXsmFx0LZF"> <div id="div_id_library_url" class="form-group"> <label for="id_library_url" class=" requiredField"> Code Repository URL:<span class="asteriskField">*</span> </label> <div class=""> <input type="text" name="library_url" class="textinput textInput form-control" required id="id_library_url"> </div> </div> <div id="div_id_loader_url" class="form-group"> <label for="id_loader_url" class=""> [Optional] URL to documentation for this dataset: </label> <div class=""> <input type="url" name="loader_url" class="urlinput form-control" id="id_loader_url"> </div> </div> <div id="div_id_frameworks" class="form-group"> <label class=""> Supported frameworks: </label> <div > <div class="form-check"> <input type="checkbox" class="form-check-input" name="frameworks" value="tf" id="id_frameworks_0" > <label class="form-check-label" for="id_frameworks_0"> TensorFlow </label> </div> <div class="form-check"> <input type="checkbox" class="form-check-input" name="frameworks" value="pytorch" id="id_frameworks_1" > <label class="form-check-label" for="id_frameworks_1"> PyTorch </label> </div> <div class="form-check"> <input type="checkbox" class="form-check-input" name="frameworks" value="jax" id="id_frameworks_2" > <label class="form-check-label" for="id_frameworks_2"> JAX </label> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary" name="add-loader"> Submit </button> </div> </form> </div> </div> </div> </div>  <div class="modal fade" id="removeLoader" tabindex="-1" role="dialog" aria-labelledby="removeLoaderLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="removeLoaderLabel">Remove a Data Loader</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <ul class="list-unstyled"> <form action="" method="post"> <li> <a href="https://pytorch-geometric.readthedocs.io/en/latest/modules/datasets.html"> <span class=" icon-wrapper icon-ion" data-name="document-text-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M416 221.25V416a48 48 0 0 1-48 48H144a48 48 0 0 1-48-48V96a48 48 0 0 1 48-48h98.75a32 32 0 0 1 22.62 9.37l141.26 141.26a32 32 0 0 1 9.37 22.62z" fill="none" stroke="#000" stroke-linejoin="round" stroke-width="32"/><path d="M256 56v120a32 32 0 0 0 32 32h120m-232 80h160m-160 80h160" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/></svg></span> rusty1s/pytorch_geometric </a> <input type="hidden" name="csrfmiddlewaretoken" value="QtRro6mANStgKKtBm6mREkq0AnvfMp0E7CgRJDNJvHoESuzZeQ1X3hoXsmFx0LZF"> <input type="hidden" name="remove_loader_pk" value="1019"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled"> <form action="" method="post"> <li> <a href="https://pykeen.readthedocs.io/en/stable/api/pykeen.datasets.WN18RR.html"> <span class=" icon-wrapper icon-ion" data-name="document-text-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M416 221.25V416a48 48 0 0 1-48 48H144a48 48 0 0 1-48-48V96a48 48 0 0 1 48-48h98.75a32 32 0 0 1 22.62 9.37l141.26 141.26a32 32 0 0 1 9.37 22.62z" fill="none" stroke="#000" stroke-linejoin="round" stroke-width="32"/><path d="M256 56v120a32 32 0 0 0 32 32h120m-232 80h160m-160 80h160" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/></svg></span> pykeen/pykeen </a> <input type="hidden" name="csrfmiddlewaretoken" value="QtRro6mANStgKKtBm6mREkq0AnvfMp0E7CgRJDNJvHoESuzZeQ1X3hoXsmFx0LZF"> <input type="hidden" name="remove_loader_pk" value="2792"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled"> <form action="" method="post"> <li> <a href="https://github.com/TimDettmers/ConvE"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> TimDettmers/ConvE </a> <input type="hidden" name="csrfmiddlewaretoken" value="QtRro6mANStgKKtBm6mREkq0AnvfMp0E7CgRJDNJvHoESuzZeQ1X3hoXsmFx0LZF"> <input type="hidden" name="remove_loader_pk" value="1020"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled"> <form action="" method="post"> <li> <a href=""> <span class=" icon-wrapper icon-ion" data-name="document-text-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M416 221.25V416a48 48 0 0 1-48 48H144a48 48 0 0 1-48-48V96a48 48 0 0 1 48-48h98.75a32 32 0 0 1 22.62 9.37l141.26 141.26a32 32 0 0 1 9.37 22.62z" fill="none" stroke="#000" stroke-linejoin="round" stroke-width="32"/><path d="M256 56v120a32 32 0 0 0 32 32h120m-232 80h160m-160 80h160" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/></svg></span> bi-graph/emgraph </a> <input type="hidden" name="csrfmiddlewaretoken" value="QtRro6mANStgKKtBm6mREkq0AnvfMp0E7CgRJDNJvHoESuzZeQ1X3hoXsmFx0LZF"> <input type="hidden" name="remove_loader_pk" value="3001"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> </div> </form> </div> </div> </div>  <div class="modal fade" id="editCollections" role="dialog" aria-labelledby="editCollectionsLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="editCollectionsLabel">Edit Dataset Modalities</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="QtRro6mANStgKKtBm6mREkq0AnvfMp0E7CgRJDNJvHoESuzZeQ1X3hoXsmFx0LZF"> <div id="div_id_modalities" class="form-group"> <label for="id_modalities" class=""> Add or remove modalities: </label> <div class=""> <select name="modalities" data-container-css-class="" data-allow-clear="false" style="width: 100%" class="modelselect2multiple form-control" id="id_modalities" data-autocomplete-light-language="en" data-autocomplete-light-url="/dataset-collection-autocomplete/" data-autocomplete-light-function="select2" multiple> <option value="8" selected>Graphs</option> </select><div style="display:none" class="dal-forward-conf" id="dal-forward-conf-for_id_modalities"><script type="text/dal-forward-conf">[{"type": "const", "val": "Modalities", "dst": "area_name"}]</script></div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary" name="edit-modalities"> Save </button> </div> </form> </div> </div> </div> </div>  <div class="modal fade" id="editLanguages" role="dialog" aria-labelledby="editLanguagesLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="editLanguagesLabel">Edit Dataset Languages</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="QtRro6mANStgKKtBm6mREkq0AnvfMp0E7CgRJDNJvHoESuzZeQ1X3hoXsmFx0LZF"> <div id="div_id_languages" class="form-group"> <label for="id_languages" class=""> Add or remove languages: </label> <div class=""> <select name="languages" data-container-css-class="" data-allow-clear="false" style="width: 100%" class="modelselect2multiple form-control" id="id_languages" data-autocomplete-light-language="en" data-autocomplete-light-url="/dataset-collection-autocomplete/" data-autocomplete-light-function="select2" multiple> </select><div style="display:none" class="dal-forward-conf" id="dal-forward-conf-for_id_languages"><script type="text/dal-forward-conf">[{"type": "const", "val": "Languages", "dst": "area_name"}]</script></div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary" name="edit-languages"> Save </button> </div> </form> </div> </div> </div> </div>  <div class="modal fade" id="editVariants" role="dialog" aria-labelledby="editVariantsLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="editVariantsLabel">Edit Dataset Variants</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="QtRro6mANStgKKtBm6mREkq0AnvfMp0E7CgRJDNJvHoESuzZeQ1X3hoXsmFx0LZF"> <div id="div_id_variants" class="form-group"> <label for="id_variants" class=""> Add or remove variants: </label> <div class=""> <select name="variants" data-container-css-class="" data-allow-clear="false" style="width: 100%" class="modelselect2multiple form-control" id="id_variants" data-autocomplete-light-language="en" data-autocomplete-light-url="/dataset-autocomplete/" data-autocomplete-light-function="select2" multiple> <option value="745" selected>WN18RR</option> </select><div style="display:none" class="dal-forward-conf" id="dal-forward-conf-for_id_variants"><script type="text/dal-forward-conf">[{"type": "const", "val": true, "dst": "disable_create_option"}]</script></div> </div> </div> <p> The benchmarks section lists all benchmarks using a given dataset or any of its variants. We use variants to distinguish between results evaluated on slightly different versions of the same dataset. For example, ImageNet 32⨉32 and ImageNet 64⨉64 are variants of the ImageNet dataset. </p> <div class="modal-footer"> <button type="submit" class="btn btn-primary" name="edit-variants"> Save </button> </div> </form> </div> </div> </div> </div>  <div class="modal fade" id="addRow" role="dialog" aria-labelledby="addRowLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="addRowLabel">Add a new evaluation result row</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <input type="hidden" name="csrfmiddlewaretoken" value="QtRro6mANStgKKtBm6mREkq0AnvfMp0E7CgRJDNJvHoESuzZeQ1X3hoXsmFx0LZF"> <div id="div_id_paper" class="form-group"> <label for="id_paper_add_row" class=" requiredField"> Paper title:<span class="asteriskField">*</span> </label> <div class=""> <select name="paper" id="id_paper_add_row" class="modelselect2 form-control" required data-autocomplete-light-language="en" data-autocomplete-light-url="/paper-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_dataset" class="form-group"> <label for="id_dataset" class=" requiredField"> Dataset or its variant:<span class="asteriskField">*</span> </label> <div class=""> <select name="dataset" class="modelselect2 form-control" required id="id_dataset" data-autocomplete-light-language="en" data-autocomplete-light-url="/dataset-autocomplete/" data-autocomplete-light-function="select2"> <option value="">---------</option> <option value="745" selected>WN18RR</option> </select> </div> </div> <div id="div_id_task" class="form-group"> <label for="id_task" class=" requiredField"> Task:<span class="asteriskField">*</span> </label> <div class=""> <select name="task" class="modelselect2 form-control" required id="id_task" data-autocomplete-light-language="en" data-autocomplete-light-url="/task-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_model_name" class="form-group"> <label for="id_model_name" class=" requiredField"> Model name:<span class="asteriskField">*</span> </label> <div class=""> <input type="text" name="model_name" class="textinput textInput form-control" required id="id_model_name"> </div> </div> <div id="div_id_metric" class="form-group"> <label for="id_metric" class=" requiredField"> Metric name:<span class="asteriskField">*</span> </label> <div class=""> <select name="metric" class="modelselect2 form-control" required id="id_metric" data-autocomplete-light-language="en" data-autocomplete-light-url="/metric-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="sota-metric-names"> </div> <div class="form-group"> <div id="div_id_metric_higher_is_better" class="form-check"> <input type="checkbox" name="metric_higher_is_better" class="checkboxinput form-check-input" id="id_metric_higher_is_better"> <label for="id_metric_higher_is_better" class="form-check-label"> Higher is better (for the metric) </label> </div> </div> <div id="div_id_metric_value" class="form-group"> <label for="id_metric_value" class=" requiredField"> Metric value:<span class="asteriskField">*</span> </label> <div class=""> <input type="text" name="metric_value" class="textinput textInput form-control" required id="id_metric_value"> </div> </div> <div id="sota-metric-values"> </div> <div class="form-group"> <div id="div_id_uses_additional_data" class="form-check"> <input type="checkbox" name="uses_additional_data" class="checkboxinput form-check-input" id="id_uses_additional_data"> <label for="id_uses_additional_data" class="form-check-label"> Uses extra training data </label> </div> </div> <div id="div_id_evaluated_on" class="form-group"> <label for="id_evaluated_on" class=""> Data evaluated on </label> <div class=""> <input type="text" name="evaluated_on" autocomplete="off" class="dateinput form-control" id="id_evaluated_on"> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary" name="add-row">Submit </button> </div> </form> </div> </div> </div> <div class="container content content-buffer "> <div class="mobile-width"> <div class="dataset-header"> <a href="/datasets?mod=graphs"> <span class="badge badge-primary"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="draw-polygon"><svg viewBox="0 0 448 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M384 353.998c35.35 0 64 28.65 63.99 64 0 35.35-28.65 64-64 64-23.63 0-44.03-12.95-55.12-32H119.12c-11.08 19.05-31.49 32-55.12 32-35.35 0-64-28.65-64-64 0-23.63 12.95-44.04 32-55.13v-209.75c-19.05-11.08-32-31.49-32-55.12 0-35.35 28.65-64 64-64 23.63 0 44.04 12.95 55.12 32h209.76c11.08-19.05 31.49-32 55.12-32 35.35 0 64 28.65 64 64s-28.65 64-64 64c-.35 0-.67-.09-1.02-.1l-39.2 65.32c5.08 9.17 8.22 19.56 8.22 30.78s-3.15 21.61-8.22 30.78l39.2 65.32c.35 0 .67-.1 1.02-.1zm-288 8.88c8.074 4.689 18.432 15.046 23.12 23.12h208.36l-38.46-64.1c-.35 0-.67.1-1.02.1-35.35 0-64-28.65-64-64s28.65-64 64-64c.35 0 .67.09 1.02.1l38.46-64.1H119.12c-4.69 8.073-15.048 18.43-23.12 23.12v209.76zm176-104.88c0 8.82 7.18 16 16 16s16-7.18 16-16-7.18-16-16-16-16 7.18-16 16zm128-160c0-8.82-7.18-16-16-16s-16 7.18-16 16 7.18 16 16 16 16-7.18 16-16zm-336-16c-8.82 0-16 7.18-16 16s7.18 16 16 16 16-7.18 16-16-7.18-16-16-16zm-16 336c0 8.82 7.18 16 16 16s16-7.18 16-16-7.18-16-16-16-16 7.18-16 16zm336 16c8.82 0 16-7.18 16-16s-7.18-16-16-16-16 7.18-16 16 7.18 16 16 16z"/></svg></span> <span>Graphs</span> </span> </a> </div> <div class="dataset-title mb-3"> <div class="row"> <div class="col-md-12"> <div class="float-right dataset-edit"> <div class="dropdown edit-button"> <a data-bs-toggle="modal" data-bs-target="#loginModal"> <span class="badge badge-method-edit" style="padding-top:10px;"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> Edit</span> </a> </div> </div> <h1 > WN18RR </h1> <span class="dataset-subtitle">Introduced by Bordes et al. in <a href="/paper/translating-embeddings-for-modeling-multi">Translating Embeddings for Modeling Multi-relational Data</a></span> </div> </div> </div> <div class="d-md-none mb-3"> <a href="https://production-assets.paperswithcode.com/perf/images/default_dataset-efab89e8.jpeg" data-lightbox="imageresource-mobile"> <img id="imageresource-mobile" class="d-md-none" src="https://production-assets.paperswithcode.com/perf/images/default_dataset-efab89e8.jpeg"> </a> </div> <div class="dataset-content"> <div class="row"> <div class="col-md-9 description"> <div class="description-content"> <p><strong>WN18RR</strong> is a link prediction dataset created from WN18, which is a subset of WordNet. WN18 consists of 18 relations and 40,943 entities. However, many text triples are obtained by inverting triples from the training set. Thus the WN18RR dataset is created to ensure that the evaluation dataset does not have inverse relation test leakage. In summary, WN18RR dataset contains 93,003 triples with 40,943 entities and 11 relation types.</p> <span class="description-source"> Source: <a href="https://arxiv.org/abs/1811.04441"><span class=" icon-wrapper icon-ion" data-name="document-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M416 221.25V416a48 48 0 0 1-48 48H144a48 48 0 0 1-48-48V96a48 48 0 0 1 48-48h98.75a32 32 0 0 1 22.62 9.37l141.26 141.26a32 32 0 0 1 9.37 22.62z" fill="none" stroke="#000" stroke-linejoin="round" stroke-width="32"/><path d="M256 56v120a32 32 0 0 0 32 32h120" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/></svg></span> End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion</a> </span> </div> <div class="context"> <div class="row"> <div class="col-md-12"> <a href="https://download.microsoft.com/download/8/7/0/8700516A-AB3D-4850-B4BB-805C515AECE1/FB15K-237.2.zip" onclick="captureOutboundLink('https://download.microsoft.com/download/8/7/0/8700516A-AB3D-4850-B4BB-805C515AECE1/FB15K-237.2.zip'); return true;" class="btn btn-primary-outline dataset-homepage"> Homepage </a> </div> </div> </div> <div id="benchmarks" class="collapsed"> <h4>Benchmarks <div class="float-right"> <div class="dropdown edit-button"> <button class="dropdown-toggle badge badge-edit" type="button" id="evalEditMenu" data-bs-toggle="dropdown" aria-haspopup="true" aria-expanded="false"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> Edit </button> <div class="dropdown-menu dropdown-menu-end" aria-labelledby="evalEditMenu"> <a class="dropdown-item" href="#loginModal" data-bs-toggle="modal"> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add a new result</a> <a class="dropdown-item" href="#loginModal" data-bs-toggle="modal"> <span class=" icon-wrapper icon-ion" data-name="create-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M384 224v184a40 40 0 0 1-40 40H104a40 40 0 0 1-40-40V168a40 40 0 0 1 40-40h167.48" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path d="M459.94 53.25a16.06 16.06 0 0 0-23.22-.56L424.35 65a8 8 0 0 0 0 11.31l11.34 11.32a8 8 0 0 0 11.34 0l12.06-12c6.1-6.09 6.67-16.01.85-22.38zM399.34 90L218.82 270.2a9 9 0 0 0-2.31 3.93L208.16 299a3.91 3.91 0 0 0 4.86 4.86l24.85-8.35a9 9 0 0 0 3.93-2.31L422 112.66a9 9 0 0 0 0-12.66l-9.95-10a9 9 0 0 0-12.71 0z"/></svg></span> Link an existing benchmark</a> </div> </div> </div> </h4> <hr> <div class="sota-table-preview"> <table id="benchmarks-table" class="table-striped"> <thead> <tr> <th>Trend</th> <th>Task</th> <th>Dataset Variant</th> <th>Best Model</th> <th>Paper</th> <th>Code</th> </tr> </thead> <tbody> <tr onclick="window.location='/sota/link-prediction-on-wn18rr';"> <td> <a href="/sota/link-prediction-on-wn18rr"> <img class="sota-thumb" src="https://production-media.paperswithcode.com/sota-thumbs/link-prediction-on-wn18rr-small_b6c5fdc6.png"/> </a> </td> <td> <div class="task black-links"> <a style="font-weight: 600;" href="/sota/link-prediction-on-wn18rr"> Link Prediction </a> </div> </td> <td> <div style="font-weight: 500;"> WN18RR </div> </td> <td> <div class="method-name" style="font-weight: 500;"> KERMIT </div> </td> <td> <div class="text-center paper"> <a href="/paper/kermit-knowledge-graph-completion-of-enhanced"> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> </a> </div> </td> <td> <div class="text-center github"><a href="/paper/kermit-knowledge-graph-completion-of-enhanced#code"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> </a></div> </td> </tr> <tr onclick="window.location='/sota/knowledge-graph-completion-on-wn18rr';"> <td> <a href="/sota/knowledge-graph-completion-on-wn18rr"> <img class="sota-thumb" src="https://production-media.paperswithcode.com/sota-thumbs/knowledge-graph-completion-on-wn18rr-small_d648c33b.png"/> </a> </td> <td> <div class="task black-links"> <a style="font-weight: 600;" href="/sota/knowledge-graph-completion-on-wn18rr"> Knowledge Graph Completion </a> </div> </td> <td> <div style="font-weight: 500;"> WN18RR </div> </td> <td> <div class="method-name" style="font-weight: 500;"> HAKE </div> </td> <td> <div class="text-center paper"> <a href="/paper/learning-hierarchy-aware-knowledge-graph"> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> </a> </div> </td> <td> <div class="text-center github"><a href="/paper/learning-hierarchy-aware-knowledge-graph#code"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> </a></div> </td> </tr> <tr onclick="window.location='/sota/ancestor-descendant-prediction-on-wn18rr';"> <td> <a href="/sota/ancestor-descendant-prediction-on-wn18rr"> <img class="sota-thumb" src="https://production-media.paperswithcode.com/sota-thumbs/ancestor-descendant-prediction-on-wn18rr-small_b7c03503.png"/> </a> </td> <td> <div class="task black-links"> <a style="font-weight: 600;" href="/sota/ancestor-descendant-prediction-on-wn18rr"> Ancestor-descendant prediction </a> </div> </td> <td> <div style="font-weight: 500;"> WN18RR </div> </td> <td> <div class="method-name" style="font-weight: 500;"> ConE </div> </td> <td> <div class="text-center paper"> <a href="/paper/modeling-heterogeneous-hierarchies-with"> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> </a> </div> </td> <td> <div class="text-center github"><a href="/paper/modeling-heterogeneous-hierarchies-with#code"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> </a></div> </td> </tr> </tbody> </table> </div> </div> <div id="papers" class="dataset-papers"> <h4 style="margin-bottom: 0.5rem">Papers</h4> <hr> <div class="sota-table-preview papers-datatable-component"> <table style="width: 100% !important;" id="datatable-papers" class="table-striped table-responsive"> <thead style="width: 100% !important;"> <tr> <th style="text-left"><span>Paper</span></th> <th class="text-center"><span>Code</span></th> <th class="text-center"><span>Results</span></th> <th class="text-right"><span>Date</span></th> <th class="text-center"><span>Stars</span></th> </tr> </thead> </table> </div> <script> const DATATABLE_PAPERS_FILTER_NAME = 'paperdataset__dataset_id'; const DATATABLE_PAPERS_FILTER_VALUE = '745'; </script> </div> <div class="dataloader-container"> <div> <h4> Dataset Loaders <div class="float-right"> <div class="dropdown edit-button" style="position: relative; top: -5px"> <button class="dropdown-toggle badge badge-edit" type="button" id="loaderEditMenu" data-bs-toggle="dropdown" aria-haspopup="true" aria-expanded="false"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> Edit </button> <div class="dropdown-menu dropdown-menu-end" aria-labelledby="loaderEditMenu"> <a class="dropdown-item" href="#loginModal" data-bs-toggle="modal"> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add</a> <a class="dropdown-item" href="#loginModal" data-bs-toggle="modal"> <span class=" icon-wrapper icon-ion" data-name="remove"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M400 256H112"/></svg></span> Remove</a> </div> </div> </h4> <hr> </div> <div class="row"> <div class="col-md-12"> <ul class="dataloader-implementations"> <div class="row"> <div class="col-md-7"> <div class="datal-impl-cell"> <a class="code-table-link" href="https://pytorch-geometric.readthedocs.io/en/latest/modules/datasets.html" onclick="captureOutboundLink('https://pytorch-geometric.readthedocs.io/en/latest/modules/datasets.html'); return true;" target="_blank">  <div class="dataloader-logo text-center"> <svg xmlns="http://www.w3.org/2000/svg" xmlns:vectornator="http://vectornator.io" viewBox="0 0 212.126 230.829" fill-rule="evenodd" clip-rule="evenodd" stroke-linecap="round" stroke-linejoin="round"><g stroke="#591c10" stroke-width="2.3" vectornator:layerName="Untitled"><path d="M74.383 8.494l-51.48 63.36 110.88-35.64-59.4-27.72z" fill="#c03d24"/><path d="M22.903 71.854l79.2 71.28 31.68-106.92-110.88 35.64z" fill="#e6492a"/><path d="M205.063 127.294l-67.32 95.04-35.64-79.2 102.96-15.84z" fill="#cc4126"/><path d="M22.903 71.854l-15.84 31.68 15.84 83.16V71.854z" fill="#902e1b"/><path d="M22.903 71.854l79.2 71.28-79.2 43.56V71.854z" fill="#c53f24"/><path d="M22.903 186.694l114.84 35.64-35.64-79.2-79.2 43.56z" fill="#b53a21"/><path d="M102.103 143.134l31.68-106.92 71.28 91.08-102.96 15.84z" fill="#e94b2b"/><path d="M205.063 127.294l-15.84 35.64-51.48 59.4 67.32-95.04z" fill="#932f1b"/><path d="M133.783 36.214l71.28 91.08-15.84-83.16-55.44-7.92z" fill="#c73f25"/><path d="M74.383 8.494l59.4 27.72 55.44 7.92-114.84-35.64z" fill="#ae3720"/></g></svg> </div> rusty1s/pytorch_geometric </a> </div> </div> <div class="col-3"> <div class="datal-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 21,465 </div> </div> <div class="col-md-2"> <div class="datal-impl-cell framework-logos"> <img class="" src="data:image/png;base64,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" /> </div> </div> </div> <div class="row"> <div class="col-md-7"> <div class="datal-impl-cell"> <a class="code-table-link" href="https://pykeen.readthedocs.io/en/stable/api/pykeen.datasets.WN18RR.html" onclick="captureOutboundLink('https://pykeen.readthedocs.io/en/stable/api/pykeen.datasets.WN18RR.html'); return true;" target="_blank">  <div class="dataloader-logo text-center"> <span class="img-icon-github"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> </span> </div> pykeen/pykeen </a> </div> </div> <div class="col-3"> <div class="datal-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 1,694 </div> </div> <div class="col-md-2"> <div class="datal-impl-cell framework-logos"> <img class="" src="data:image/png;base64,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" /> </div> </div> </div> <div class="row"> <div class="col-md-7"> <div class="datal-impl-cell"> <a class="code-table-link" href="https://github.com/TimDettmers/ConvE" onclick="captureOutboundLink('https://github.com/TimDettmers/ConvE'); return true;" target="_blank">  <div class="dataloader-logo text-center"> <span class="img-icon-github"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> </span> </div> TimDettmers/ConvE </a> </div> </div> <div class="col-3"> <div class="datal-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 674 </div> </div> <div class="col-md-2"> <div class="datal-impl-cell framework-logos"> <img class="" src="data:image/png;base64,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" /> </div> </div> </div> <div class="row"> <div class="col-md-7"> <div class="datal-impl-cell"> <a class="code-table-link" href="https://github.com/bi-graph/emgraph" onclick="captureOutboundLink('https://github.com/bi-graph/emgraph'); return true;" target="_blank">  <div class="dataloader-logo text-center"> <span class="img-icon-github"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> </span> </div> bi-graph/emgraph </a> </div> </div> <div class="col-3"> <div class="datal-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 38 </div> </div> <div class="col-md-2"> <div class="datal-impl-cell framework-logos"> <img class="" src="data:image/png;base64,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" /> </div> </div> </div> </ul> </div> </div> </div> <div class="collections"> <h4> Tasks <div class="float-right"> <div class="dropdown edit-button" style="position: relative; top: -5px"> <button class="badge badge-edit" type="button" data-bs-target="#loginModal" data-bs-toggle="modal" aria-haspopup="true" aria-expanded="false"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> Edit </button> </div> </h4> <hr> </div> <div class="row"> <div class="col-md-12"> <ul class="list-unstyled"> <li> <a href="/task/link-prediction"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000031-326cd034.jpg"> <span>Link Prediction</span> </span> </a> </li> <li> <a href="/task/knowledge-graph-completion"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Knowledge Graph Completion</span> </span> </a> </li> <li> <a href="/task/ancestor-descendant-prediction"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Ancestor-descendant prediction</span> </span> </a> </li> </ul> </div> </div> <div class="dataset-similar"> <h4> Similar Datasets </h4> <hr> </div> <div class="row"> <div class="col dataset-similar"> <div class="row"> <div class="col-md-12 featured-dataset"> <div class="card-deck card-break" style="margin-bottom:20px;"> <div class="card" style="min-height:120px"> <a href="/dataset/fb15k-237"> <div class="row"> <div class="col-lg-12"> <div class="item-image" style="background-color: #90B06D;opacity: 0.3;"> <span class="dataset-img-icon"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="draw-polygon"><svg viewBox="0 0 448 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M384 353.998c35.35 0 64 28.65 63.99 64 0 35.35-28.65 64-64 64-23.63 0-44.03-12.95-55.12-32H119.12c-11.08 19.05-31.49 32-55.12 32-35.35 0-64-28.65-64-64 0-23.63 12.95-44.04 32-55.13v-209.75c-19.05-11.08-32-31.49-32-55.12 0-35.35 28.65-64 64-64 23.63 0 44.04 12.95 55.12 32h209.76c11.08-19.05 31.49-32 55.12-32 35.35 0 64 28.65 64 64s-28.65 64-64 64c-.35 0-.67-.09-1.02-.1l-39.2 65.32c5.08 9.17 8.22 19.56 8.22 30.78s-3.15 21.61-8.22 30.78l39.2 65.32c.35 0 .67-.1 1.02-.1zm-288 8.88c8.074 4.689 18.432 15.046 23.12 23.12h208.36l-38.46-64.1c-.35 0-.67.1-1.02.1-35.35 0-64-28.65-64-64s28.65-64 64-64c.35 0 .67.09 1.02.1l38.46-64.1H119.12c-4.69 8.073-15.048 18.43-23.12 23.12v209.76zm176-104.88c0 8.82 7.18 16 16 16s16-7.18 16-16-7.18-16-16-16-16 7.18-16 16zm128-160c0-8.82-7.18-16-16-16s-16 7.18-16 16 7.18 16 16 16 16-7.18 16-16zm-336-16c-8.82 0-16 7.18-16 16s7.18 16 16 16 16-7.18 16-16-7.18-16-16-16zm-16 336c0 8.82 7.18 16 16 16s16-7.18 16-16-7.18-16-16-16-16 7.18-16 16zm336 16c8.82 0 16-7.18 16-16s-7.18-16-16-16-16 7.18-16 16 7.18 16 16 16z"/></svg></span></span> <span class="dataset-img-text">FB15k-237</span> </div> </div> </div> <div class=row"> <h1>FB15k-237</h1> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/dataset/umls"> <div class="row"> <div class="col-lg-12"> <div class="item-image" style="background-color: #CD933C;opacity: 0.3;"> <span class="dataset-img-icon"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="font-case"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M229.88 87.688l121.28 341.2c.462 1.372.838 3.661.838 5.11 0 8.83-7.167 15.999-15.998 16h-50.62c-6.343-.001-13.134-4.88-15.16-10.89l-19.07-53.11h-150.3l-19.07 53.11c-2.026 6.01-8.817 10.889-15.16 10.89H16c-8.825-.007-15.989-7.175-15.989-16 0-1.448.376-3.738.838-5.11l121.271-341.2c4.075-11.973 17.647-21.69 30.294-21.69h47.172c12.648 0 26.22 9.717 30.294 21.69zm-100.3 218.31h92.84L176 176.738zm494.42-144c8.832 0 16 7.168 16 16v256c0 8.832-7.168 16-16 16h-32c-8.832 0-16-7.168-16-16v-1.81c-18.9 11.03-40.58 17.81-64 17.81-70.58-.077-127.923-57.42-128-128v-32c.077-70.579 57.42-127.923 128-128 23.42 0 45.1 6.81 64 17.81v-1.81c0-8.832 7.168-16 16-16h32zm-64 160v-32c0-26.496-21.504-48-48-48s-48 21.504-48 48v32c0 26.496 21.504 48 48 48s48-21.504 48-48z"/></svg></span></span> <span class="dataset-img-text">UMLS</span> </div> </div> </div> <div class=row"> <h1>UMLS</h1> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/dataset/nell-995"> <div class="row"> <div class="col-lg-12"> <div class="item-image" style="background-color: #A59F78;opacity: 0.3;"> <span class="dataset-img-icon"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="file"><svg viewBox="0 0 384 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M224 137.998c0 13.2 10.8 24 24 24h136v328c0 13.3-10.7 24-24 24H24c-13.3 0-24-10.7-24-24v-464c0-13.3 10.7-24 24-24h200v136zm160-14.1v6.1H256v-128h6.1c6.4 0 12.5 2.5 17 7l97.9 98c4.5 4.5 7 10.6 7 16.9z"/></svg></span></span> <span class="dataset-img-text">NELL-995</span> </div> </div> </div> <div class=row"> <h1>NELL-995</h1> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/dataset/fb15k"> <div class="row"> <div class="col-lg-12"> <div class="item-image" style="background-image: url(https://production-media.paperswithcode.com/datasets/Screen_Shot_2021-01-28_at_6.26.00_PM.png);"> </div> </div> </div> <div class=row"> <h1>FB15k</h1> </div> </a> </div> </div> </div> </div> </div> </div> </div> <div class="col-md-3 dataset-infobox"> <div id="trends"> <h4>Usage <span data-bs-toggle="tooltip" data-bs-placement="top" data-bs-trigger="hover" title="Approximate number of open-access papers mentioning the dataset in the last five years." style="font-size: 16px; vertical-align: text-bottom; color: #444;" > <span class=" icon-wrapper icon-ion" data-name="flask-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-miterlimit="10" stroke-width="32" d="M176 48h160M118 304h276M208 48v93.48a64.09 64.09 0 0 1-9.88 34.18L73.21 373.49C48.4 412.78 76.63 464 123.08 464h265.84c46.45 0 74.68-51.22 49.87-90.51L313.87 175.66a64.09 64.09 0 0 1-9.87-34.18V48"/></svg></span> </span> </h4> <hr> <figure class="highcharts-figure"> <div id="container"></div> </figure> </div> <div class="license"> <h4>License<a href="/datasets/license" target="_blank" class="datasets-license-info"><span class=" icon-wrapper icon-ion" data-name="information-circle-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M248 64C146.39 64 64 146.39 64 248s82.39 184 184 184 184-82.39 184-184S349.61 64 248 64z" fill="none" stroke="#000" stroke-miterlimit="10" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M220 220h32v116"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-miterlimit="10" stroke-width="32" d="M208 340h88"/><path d="M248 130a26 26 0 1 0 26 26 26 26 0 0 0-26-26z"/></svg></span></a> <div class="float-right"> <div class="dropdown edit-button" style="position: relative; top: -5px"> <button class="badge badge-edit" type="button" data-bs-target="#loginModal" data-bs-toggle="modal" aria-haspopup="true" aria-expanded="false"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> Edit </button> </div> </h4> <hr> <ul class="list-unstyled"> <li> <span class="license-static-badge"> Unknown </span> </li> </ul> </div> <div class="collections"> <h4> Modalities <div class="float-right"> <div class="dropdown edit-button" style="position: relative; top: -5px"> <button class="badge badge-edit" type="button" data-bs-target="#loginModal" data-bs-toggle="modal" aria-haspopup="true" aria-expanded="false"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> Edit </button> </div> </h4> <hr> </div> <div class="row"> <div class="col-md-12"> <ul class="list-unstyled"> <li> <a href="/datasets?mod=graphs"> <span class="badge badge-primary"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="draw-polygon"><svg viewBox="0 0 448 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M384 353.998c35.35 0 64 28.65 63.99 64 0 35.35-28.65 64-64 64-23.63 0-44.03-12.95-55.12-32H119.12c-11.08 19.05-31.49 32-55.12 32-35.35 0-64-28.65-64-64 0-23.63 12.95-44.04 32-55.13v-209.75c-19.05-11.08-32-31.49-32-55.12 0-35.35 28.65-64 64-64 23.63 0 44.04 12.95 55.12 32h209.76c11.08-19.05 31.49-32 55.12-32 35.35 0 64 28.65 64 64s-28.65 64-64 64c-.35 0-.67-.09-1.02-.1l-39.2 65.32c5.08 9.17 8.22 19.56 8.22 30.78s-3.15 21.61-8.22 30.78l39.2 65.32c.35 0 .67-.1 1.02-.1zm-288 8.88c8.074 4.689 18.432 15.046 23.12 23.12h208.36l-38.46-64.1c-.35 0-.67.1-1.02.1-35.35 0-64-28.65-64-64s28.65-64 64-64c.35 0 .67.09 1.02.1l38.46-64.1H119.12c-4.69 8.073-15.048 18.43-23.12 23.12v209.76zm176-104.88c0 8.82 7.18 16 16 16s16-7.18 16-16-7.18-16-16-16-16 7.18-16 16zm128-160c0-8.82-7.18-16-16-16s-16 7.18-16 16 7.18 16 16 16 16-7.18 16-16zm-336-16c-8.82 0-16 7.18-16 16s7.18 16 16 16 16-7.18 16-16-7.18-16-16-16zm-16 336c0 8.82 7.18 16 16 16s16-7.18 16-16-7.18-16-16-16-16 7.18-16 16zm336 16c8.82 0 16-7.18 16-16s-7.18-16-16-16-16 7.18-16 16 7.18 16 16 16z"/></svg></span> <span>Graphs</span> </span> </a> </li> </ul> </div> </div> <div class="languages"> <h4> Languages <div class="float-right"> <div class="dropdown edit-button" style="position: relative; top: -5px"> <button class="badge badge-edit" type="button" data-bs-target="#loginModal" data-bs-toggle="modal" aria-haspopup="true" aria-expanded="false"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> Edit </button> </div> </h4> <hr> </div> <div class="row"> <div class="col-md-12"> <ul class="list-unstyled"> </ul> </div> </div> </div> </div> <div id="tasks"> </div> </div> </div> <script id="time_series_data" type="application/json">[{"name": "WN18RR", "data": [{"time": "2020-01-01", "prop": 52}, {"time": "2021-01-01", "prop": 58}, {"time": "2022-01-01", "prop": 80}, {"time": "2023-01-01", "prop": 61}, {"time": "2024-01-01", "prop": 45}]}, {"name": "FB15k-237", "data": [{"time": "2020-01-01", "prop": 58}, {"time": "2021-01-01", "prop": 70}, {"time": "2022-01-01", "prop": 87}, {"time": "2023-01-01", "prop": 70}, {"time": "2024-01-01", "prop": 49}]}, {"name": "UMLS", "data": [{"time": "2020-01-01", "prop": 2}, {"time": "2022-01-01", "prop": 8}, {"time": "2023-01-01", "prop": 2}, {"time": "2024-01-01", "prop": 0}]}, {"name": "NELL-995", "data": [{"time": "2020-01-01", "prop": 20}, {"time": "2021-01-01", "prop": 19}, {"time": "2022-01-01", "prop": 22}, {"time": "2023-01-01", "prop": 24}, {"time": "2024-01-01", "prop": 18}]}]</script> <script>const HAS_TIME_SERIES_DATA = true;</script> <script>const SHOW_EDIT_DATASET_MODAL = false;</script> <script>const SHOW_ADD_LOADERS_MODAL = false;</script> <script>const TASK_DATASET_METRIC_URL = "/api/task-dataset-metric/";</script> <script>const SEARCH_AUTOCOMPLETE_URL = "/api/search-autocomplete/";</script> <script>const LOCKED_TASKS = new Set([31, 224, 3099]);</script> </div> <div class="footer"> <div class="footer-contact"> <span class="footer-contact-item">Contact us on:</span> <a class="footer-contact-item" href="mailto:hello@paperswithcode.com"> <span class=" icon-wrapper icon-ion" data-name="mail"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M424 80H88a56.06 56.06 0 0 0-56 56v240a56.06 56.06 0 0 0 56 56h336a56.06 56.06 0 0 0 56-56V136a56.06 56.06 0 0 0-56-56zm-14.18 92.63l-144 112a16 16 0 0 1-19.64 0l-144-112a16 16 0 1 1 19.64-25.26L256 251.73l134.18-104.36a16 16 0 0 1 19.64 25.26z"/></svg></span> hello@paperswithcode.com </a>. <span class="footer-contact-item"> Papers With Code is a free resource with all data licensed under <a rel="noreferrer" href="https://creativecommons.org/licenses/by-sa/4.0/">CC-BY-SA</a>. </span> </div> <div class="footer-links"> <a href="/site/terms">Terms</a> <a href="/site/data-policy">Data policy</a> <a href="/site/cookies-policy">Cookies policy</a> <a href="/about#team" class="fair-logo"> from <img src="data:image/png;base64,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"> </a> </div> </div> <script> // MathJax window.MathJax = { tex: { inlineMath: [ ["$", "$"], ["\$", "\$"], ], }, }; const mathjaxScript = document.createElement("script"); mathjaxScript.src = "https://production-assets.paperswithcode.com/static/js/mathjax/tex-chtml.js"; document.head.appendChild(mathjaxScript); </script> <script src="https://production-assets.paperswithcode.com/perf/766.4af6b88b.js" defer></script><script src="https://production-assets.paperswithcode.com/perf/2.6da00df7.js" defer></script><script src="https://production-assets.paperswithcode.com/perf/814.49dcf06c.js" defer></script><script src="https://production-assets.paperswithcode.com/perf/view_dataset.22fdaf24.js" defer></script> </body> </html>

CINXE.COM

WN18RR Dataset | Papers With Code