OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs

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OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs"> <meta property="og:description" content="馃弳 SOTA for Knowledge Graphs on WikiKG90M-LSC (Test MRR metric)"> <meta property="og:image" content="https://raw.githubusercontent.com/lars-research/3d-pgt/master/./Method_Framework.png"> <meta property="og:url" content="https://paperswithcode.com/paper/ogb-lsc-a-large-scale-challenge-for-machine">  <meta name="twitter:card" content="summary_large_image"> <meta name="twitter:site" content="@paperswithcode"> <meta name="twitter:title" content="Papers with Code - OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs"> <meta name="twitter:description" content="馃弳 SOTA for Knowledge Graphs on WikiKG90M-LSC (Test MRR metric)"> <meta name="twitter:creator" content="@paperswithcode"> <meta name="twitter:url" content="https://paperswithcode.com/paper/ogb-lsc-a-large-scale-challenge-for-machine"> <meta name="twitter:domain" content="paperswithcode.com">  <script type="application/ld+json">{ "@context": "http://schema.org", "@graph": { "@type": "ScholarlyArticle", "@id": "2103.09430", "name": "OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs", "description": "\ud83c\udfc6 SOTA for Knowledge Graphs on WikiKG90M-LSC (Test MRR metric)", "url": "https://paperswithcode.com/paper/ogb-lsc-a-large-scale-challenge-for-machine", "image": "https://raw.githubusercontent.com/lars-research/3d-pgt/master/./Method_Framework.png", "headline": "OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs", "abstract": "\ud83c\udfc6 SOTA for Knowledge Graphs on WikiKG90M-LSC (Test MRR metric)", "author": [ { "@type": "Person", "@id": "#Weihua_Hu", "name": "Weihua Hu", "image": "https://paperswithcode.com/static/" }, { "@type": "Person", "@id": "#Matthias_Fey", "name": "Matthias Fey", "image": "https://paperswithcode.com/static/" }, { "@type": "Person", "@id": "#Hongyu_Ren", "name": "Hongyu Ren", "image": "https://paperswithcode.com/static/" }, { "@type": "Person", "@id": "#Maho_Nakata", "name": "Maho Nakata", "image": "https://paperswithcode.com/static/" }, { "@type": "Person", "@id": "#Yuxiao_Dong", "name": "Yuxiao Dong", "image": "https://paperswithcode.com/static/" }, { "@type": "Person", "@id": "#Jure_Leskovec", "name": "Jure Leskovec", "image": "https://paperswithcode.com/static/" } ], "workExample": [ { "@type": "SoftwareSourceCode", "@id": "https://github.com/dmlc/dgl/tree/master/examples/pytorch/ogb_lsc", "name": "dgl", "description": "Python package built to ease deep learning on graph, on top of existing DL frameworks.", "url": "https://github.com/dmlc/dgl/tree/master/examples/pytorch/ogb_lsc", "image": "https://paperswithcode.com/static/", "headline": "dgl", "codeRepository": "https://github.com/dmlc/dgl/tree/master/examples/pytorch/ogb_lsc", "contentRating": "13573" }, { "@type": "SoftwareSourceCode", "@id": "https://github.com/snap-stanford/ogb", "name": "ogb", "description": "Benchmark datasets, data loaders, and evaluators for graph machine learning", "url": "https://github.com/snap-stanford/ogb", "image": "https://paperswithcode.com/static/", "headline": "ogb", "codeRepository": "https://github.com/snap-stanford/ogb", "contentRating": "1953" }, { "@type": "SoftwareSourceCode", "@id": "https://github.com/graphcore/ogb-lsc-pcqm4mv2", "name": "ogb-lsc-pcqm4mv2", "description": "The OGB-LSC is the Large Scale Competition by Open Graph Benchmark to help accelerate research into machine learning on graph structured data", "url": "https://github.com/graphcore/ogb-lsc-pcqm4mv2", "image": "https://paperswithcode.com/static/", "headline": "ogb-lsc-pcqm4mv2", "codeRepository": "https://github.com/graphcore/ogb-lsc-pcqm4mv2", "contentRating": "70" }, { "@type": "SoftwareSourceCode", "@id": "https://github.com/shamim-hussain/egt", "name": "egt", "description": "Edge-Augmented Graph Transformer", "url": "https://github.com/shamim-hussain/egt", "image": "https://paperswithcode.com/static/", "headline": "egt", "codeRepository": "https://github.com/shamim-hussain/egt", "contentRating": "48" }, { "@type": "SoftwareSourceCode", "@id": "https://github.com/graphcore/distributed-kge-poplar", "name": "distributed-kge-poplar", "description": "The application is a end-user training and evaluation system for standard knowledge graph embedding models. 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class="col-md-2"> <div class="paper-impl-cell"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" class="official-pgr-input official-pgr-radio radios-version-element" value="2058324" > <input type="checkbox" class="official-pgr-input official-pgr-checkbox checkboxes-version-element" value="2058324" > </div> </div> <div class="row align-items-center"> <div class="col-md-5"> <div class="paper-impl-cell"> <a href="https://github.com/lars-research/3d-pgt" class="code-table-link"> <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> lars-research/3d-pgt </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <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> 9 </div> </div> <div class="col-md-2"> <div class="paper-impl-cell"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" class="official-pgr-input official-pgr-radio radios-version-element" value="2180738" > <input type="checkbox" class="official-pgr-input official-pgr-checkbox checkboxes-version-element" value="2180738" > </div> </div> <div class="radios-version-element"> <hr/> <div class="row align-items-center justify-content-between"> <div class="col-md-5"> <div class="paper-impl-cell"> There is no official implementation </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" value="" class="official-pgr-input official-pgr-radio" > </div> </div> </div> <hr/> <div class="row align-items-center justify-content-between"> <div class="col-md-5"> <div class="paper-impl-cell"> Multiple official implementations </div> </div> <div class="col-md-2 text-center"> <div class="custom-control custom-switch"> <input type="checkbox" class="custom-control-input" id="official-pgr-multiple-switch"> <label class="custom-control-label" for="official-pgr-multiple-switch" id="official-pgr-multiple-switch-label"></label> </div> </div> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary">Submit </button> </div> </form> </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="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <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="select form-control" required id="id_task"> <option value="" selected>---------</option> <option value="2785">BIG-bench Machine Learning</option> <option value="222">Knowledge Graphs</option> <option value="2188">Graph Learning</option> <option value="1679">Graph Regression</option> <option value="31">Link Prediction</option> <option value="407">Node Classification</option> </select> </div> </div> <div class="add-task-hint"> Not in the list? <a href="#addTask" data-bs-toggle="modal" data-bs-dismiss="modal">Add a task.</a> </div> <div id="div_id_dataset" class="form-group"> <label for="id_dataset" class=" requiredField"> Dataset:<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="" 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" value="2021-03-17" autocomplete="off" class="dateinput form-control" id="id_evaluated_on"> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary"> Submit </button> </div> </form> </div> </div> </div>  <div class="modal fade" id="removeRow" role="dialog" aria-labelledby="removeRowLabel" aria-hidden="true"> <div class="modal-dialog modal-lg" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="removeRowLabel">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"> <div class="sota-table"> <table class="table-striped"> <tr> <th>TASK</th> <th>DATASET</th> <th>MODEL</th> <th>METRIC NAME</th> <th>METRIC VALUE</th> <th>GLOBAL RANK</th> <th>REMOVE</th> </tr> <tr> <td> Node Classification </td> <td> MAG240M-LSC </td> <td> GraphSAGE (NS) </td> <td> Test Accuracy </td> <td> 66.25 </td> <td> # 3 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29051"> <input type="hidden" name="remove_metric_pk" value="18339"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Node Classification </td> <td> MAG240M-LSC </td> <td> SIGN </td> <td> Validation Accuracy </td> <td> 66.64 </td> <td> # 1 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29050"> <input type="hidden" name="remove_metric_pk" value="18338"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Node Classification </td> <td> MAG240M-LSC </td> <td> SIGN </td> <td> Test Accuracy </td> <td> 66.09 </td> <td> # 4 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29050"> <input type="hidden" name="remove_metric_pk" value="18339"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Node Classification </td> <td> MAG240M-LSC </td> <td> R-GraphSAGE (NS) </td> <td> Test Accuracy </td> <td> 68.94 </td> <td> # 1 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29053"> <input type="hidden" name="remove_metric_pk" value="18339"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Node Classification </td> <td> MAG240M-LSC </td> <td> GAT (NS) </td> <td> Test Accuracy </td> <td> 66.63 </td> <td> # 2 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29052"> <input type="hidden" name="remove_metric_pk" value="18339"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Graph Regression </td> <td> PCQM4M-LSC </td> <td> GCN-Virtual </td> <td> Validation MAE </td> <td> 0.1536 </td> <td> # 8 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29061"> <input type="hidden" name="remove_metric_pk" value="18342"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Graph Regression </td> <td> PCQM4M-LSC </td> <td> GCN-Virtual </td> <td> Test MAE </td> <td> 15.79 </td> <td> # 3 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29061"> <input type="hidden" name="remove_metric_pk" value="18343"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Graph Regression </td> <td> PCQM4M-LSC </td> <td> GIN-virtual </td> <td> Validation MAE </td> <td> 0.1396 </td> <td> # 7 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29063"> <input type="hidden" name="remove_metric_pk" value="18342"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Graph Regression </td> <td> PCQM4M-LSC </td> <td> GIN-virtual </td> <td> Test MAE </td> <td> 14.87 </td> <td> # 2 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29063"> <input type="hidden" name="remove_metric_pk" value="18343"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Graph Regression </td> <td> PCQM4M-LSC </td> <td> GIN </td> <td> Test MAE </td> <td> 16.78 </td> <td> # 4 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29062"> <input type="hidden" name="remove_metric_pk" value="18343"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Graph Regression </td> <td> PCQM4M-LSC </td> <td> GCN </td> <td> Validation MAE </td> <td> 0.1684 </td> <td> # 9 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29060"> <input type="hidden" name="remove_metric_pk" value="18342"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Graph Regression </td> <td> PCQM4M-LSC </td> <td> GCN </td> <td> Test MAE </td> <td> 18.38 </td> <td> # 5 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29060"> <input type="hidden" name="remove_metric_pk" value="18343"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Graph Regression </td> <td> PCQM4M-LSC </td> <td> MLP-fingerprint </td> <td> Validation MAE </td> <td> 0.2044 </td> <td> # 10 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29059"> <input type="hidden" name="remove_metric_pk" value="18342"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Graph Regression </td> <td> PCQM4M-LSC </td> <td> MLP-fingerprint </td> <td> Test MAE </td> <td> 20.68 </td> <td> # 6 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29059"> <input type="hidden" name="remove_metric_pk" value="18343"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Graph Regression </td> <td> PCQM4Mv2-LSC </td> <td> MLP-Fingerprint </td> <td> Validation MAE </td> <td> 0.1753 </td> <td> # 19 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="70870"> <input type="hidden" name="remove_metric_pk" value="47720"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Graph Regression </td> <td> PCQM4Mv2-LSC </td> <td> MLP-Fingerprint </td> <td> Test MAE </td> <td> 0.1760 </td> <td> # 13 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="70870"> <input type="hidden" name="remove_metric_pk" value="47721"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Knowledge Graphs </td> <td> WikiKG90M-LSC </td> <td> ComplEx-Concat </td> <td> Validation MRR </td> <td> 0.8425 </td> <td> # 2 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29058"> <input type="hidden" name="remove_metric_pk" value="18340"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Knowledge Graphs </td> <td> WikiKG90M-LSC </td> <td> ComplEx-Concat </td> <td> Test MRR </td> <td> 0.8637 </td> <td> # 2 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29058"> <input type="hidden" name="remove_metric_pk" value="18341"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Knowledge Graphs </td> <td> WikiKG90M-LSC </td> <td> TransE-Concat </td> <td> Validation MRR </td> <td> 0.8494 </td> <td> # 1 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29057"> <input type="hidden" name="remove_metric_pk" value="18340"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Knowledge Graphs </td> <td> WikiKG90M-LSC </td> <td> TransE-Concat </td> <td> Test MRR </td> <td> 85.48 </td> <td> # 1 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29057"> <input type="hidden" name="remove_metric_pk" value="18341"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Knowledge Graphs </td> <td> WikiKG90M-LSC </td> <td> ComplEx-RoBERTa </td> <td> Validation MRR </td> <td> 0.7052 </td> <td> # 3 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29056"> <input type="hidden" name="remove_metric_pk" value="18340"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Knowledge Graphs </td> <td> WikiKG90M-LSC </td> <td> ComplEx-RoBERTa </td> <td> Test MRR </td> <td> 0.7186 </td> <td> # 3 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29056"> <input type="hidden" name="remove_metric_pk" value="18341"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Knowledge Graphs </td> <td> WikiKG90M-LSC </td> <td> TransE-RoBERTa </td> <td> Validation MRR </td> <td> 0.6039 </td> <td> # 4 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29055"> <input type="hidden" name="remove_metric_pk" value="18340"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Knowledge Graphs </td> <td> WikiKG90M-LSC </td> <td> TransE-RoBERTa </td> <td> Test MRR </td> <td> 0.6288 </td> <td> # 4 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_row_pk" value="29055"> <input type="hidden" name="remove_metric_pk" value="18341"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> </table> </div> </div> </form> </div> </div> </div>  <div class="modal fade" id="addTask" role="dialog" aria-labelledby="addTaskLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="addTaskLabel">Add a task</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"> <div class="current-tasks-title">Attached tasks:</div> <ul class="list-unstyled"> <li> <a href="/task/machine-learning"> <span class="badge badge-primary">BIG-BENCH MACHINE LEARNING</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/task/graph-learning"> <span class="badge badge-primary">GRAPH LEARNING</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/task/graph-regression"> <span class="badge badge-primary">GRAPH REGRESSION</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/task/knowledge-graphs"> <span class="badge badge-primary">KNOWLEDGE GRAPHS</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/task/link-prediction"> <span class="badge badge-primary">LINK PREDICTION</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/task/node-classification"> <span class="badge badge-primary">NODE CLASSIFICATION</span> </a> </li> </ul> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <div id="div_id_task" class="form-group"> <label for="id_task" class=""> Add: </label> <div class=""> <select name="task" class="modelselect2 form-control" 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 class="modal-help-text"> Not in the list?<br/> <a href="#" id="new-task-form-toggle"> <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> Create a new task</a>. </div> <div id="new-task-form" style="display: none"> <div id="div_id_new_task_name" class="form-group"> <label for="id_new_task_name" class=""> New task name: </label> <div class=""> <input type="text" name="new_task_name" maxlength="200" class="textinput textInput form-control" id="id_new_task_name"> </div> </div> <div id="div_id_new_task_area" class="form-group"> <label for="id_new_task_area" class=""> Top-level area: </label> <div class=""> <select name="new_task_area" class="select form-control" id="id_new_task_area"> <option value="" selected>---------</option> <option value="17">Adversarial</option> <option value="18">Audio</option> <option value="11">Computer Code</option> <option value="3">Computer Vision</option> <option value="9">Graphs</option> <option value="15">Knowledge Base</option> <option value="7">Medical</option> <option value="6">Methodology</option> <option value="5">Miscellaneous</option> <option value="12">Music</option> <option value="4">Natural Language Processing</option> <option value="13">Playing Games</option> <option value="14">Reasoning</option> <option value="16">Robots</option> <option value="10">Speech</option> <option value="8">Time Series</option> </select> </div> </div> <div id="div_id_new_task_parent" class="form-group"> <label for="id_new_task_parent" class=""> Parent task (if any): </label> <div class=""> <select name="new_task_parent" class="modelselect2 form-control" id="id_new_task_parent" data-autocomplete-light-language="en" data-autocomplete-light-url="/task-and-tag-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_new_task_desc" class="form-group"> <label for="id_new_task_desc" class=""> Description: </label> <div class=""> <textarea name="new_task_desc" cols="40" rows="3" class="textarea form-control" id="id_new_task_desc"> </textarea> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary"> Submit </button> </div> </form> </div> </div> </div> </div>  <div class="modal fade" id="removeTask" tabindex="-1" role="dialog" aria-labelledby="removeTaskLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="removeTaskLabel">Remove a task</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 paper-tasks"> <form action="" method="post"> <li> <a href="/task/machine-learning"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>BIG-bench Machine Learning</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_task_pk" value="2785"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/graph-learning"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Graph Learning</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_task_pk" value="2188"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/graph-regression"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Graph Regression</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_task_pk" value="1679"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/knowledge-graphs"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Knowledge Graphs</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_task_pk" value="222"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <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> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_task_pk" value="31"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/node-classification"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000407-3df5d6f0.jpg"> <span>Node Classification</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <input type="hidden" name="remove_task_pk" value="407"> <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="addMethod" role="dialog" aria-labelledby="addMethodLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="addMethodLabel">Add a method</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="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <div id="div_id_method" class="form-group"> <label for="id_method" class=""> Add: </label> <div class=""> <select name="method" class="modelselect2 form-control" id="id_method" data-autocomplete-light-language="en" data-autocomplete-light-url="/method-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div class="modal-help-text"> Not in the list?<br/> <a href="#" id="new-method-form-toggle"> <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> Create a new method</a>. </div> <div id="new-method-form" style="display: none"> <div id="div_id_new_method_name" class="form-group"> <label for="id_new_method_name" class=""> <b>New method name</b> (e.g. ReLU): </label> <div class=""> <input type="text" name="new_method_name" maxlength="200" minlength="2" class="textinput textInput form-control" id="id_new_method_name"> </div> </div> <div id="div_id_new_method_full_name" class="form-group"> <label for="id_new_method_full_name" class=""> <b>New method full name</b> (e.g. Rectified Linear Unit): </label> <div class=""> <input type="text" name="new_method_full_name" maxlength="200" minlength="2" class="textinput textInput form-control" id="id_new_method_full_name"> </div> </div> <div id="div_id_new_method_paper" class="form-group"> <label for="id_new_method_paper" class=""> <b>Paper where method was first introduced</b>: </label> <div class=""> <select name="new_method_paper" class="modelselect2 form-control" id="id_new_method_paper" 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_new_method_collection" class="form-group"> <label for="id_new_method_collection" class=""> <b>Method category</b> (e.g. Activation Functions): <i>If no match, add something for now then you can add a new category afterwards.</i> </label> <div class=""> <select name="new_method_collection" class="modelselect2 form-control" id="id_new_method_collection" data-autocomplete-light-language="en" data-autocomplete-light-url="/method-collection-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_new_method_desc" class="form-group"> <label for="id_new_method_desc" class=""> <b>Markdown description</b> (optional; $\LaTeX$ enabled): <i>You can edit this later, so feel free to start with something succinct.</i> </label> <div class=""> <textarea name="new_method_desc" cols="40" rows="10" class="textarea form-control" id="id_new_method_desc"> </textarea> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary"> Submit </button> </div> </form> </div> </div> </div> </div>  <div class="modal fade" id="removeMethod" tabindex="-1" role="dialog" aria-labelledby="removeMethodLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="removeMethodLabel">Remove a method</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"> </div> </form> </div> </div> </div>  <div class="modal fade" id="badgeModal" tabindex="-1" role="dialog" aria-labelledby="badgeModalLabel" aria-hidden="true" > <div class="modal-dialog modal-lg" role="document"> <div class="modal-content modal-badge"> <div class="row"> <div class="col-md-12 paper-evaluation-section-title"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12 zero-padding"> <h1>馃Α Badges</h1> <hr/> </div> </div> </div> </div> </div> <div class="paper-evaluation-section" id="badges"> <div class="row"> <div class="col-md-12"> <p> Include the markdown at the top of your GitHub <code>README.md</code> file to showcase the performance of the model. </p> <p> Badges are live and will be dynamically updated with the latest ranking of this paper. </p> <div class="sota-table badge-table"> <table class="table-striped"> <tr> <th> <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> Badge </th> <th style="width: 50%">Markdown </th> </tr> <tr> <td> <img src="https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/ogb-lsc-a-large-scale-challenge-for-machine/node-classification-on-mag240m-lsc" /> </td> <td> <code>[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/ogb-lsc-a-large-scale-challenge-for-machine/node-classification-on-mag240m-lsc)](https://paperswithcode.com/sota/node-classification-on-mag240m-lsc?p=ogb-lsc-a-large-scale-challenge-for-machine)</code> </td> </tr> <tr> <td> <img src="https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/ogb-lsc-a-large-scale-challenge-for-machine/knowledge-graphs-on-wikikg90m-lsc" /> </td> <td> <code>[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/ogb-lsc-a-large-scale-challenge-for-machine/knowledge-graphs-on-wikikg90m-lsc)](https://paperswithcode.com/sota/knowledge-graphs-on-wikikg90m-lsc?p=ogb-lsc-a-large-scale-challenge-for-machine)</code> </td> </tr> <tr> <td> <img src="https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/ogb-lsc-a-large-scale-challenge-for-machine/graph-regression-on-pcqm4m-lsc" /> </td> <td> <code>[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/ogb-lsc-a-large-scale-challenge-for-machine/graph-regression-on-pcqm4m-lsc)](https://paperswithcode.com/sota/graph-regression-on-pcqm4m-lsc?p=ogb-lsc-a-large-scale-challenge-for-machine)</code> </td> </tr> <tr> <td> <img src="https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/ogb-lsc-a-large-scale-challenge-for-machine/graph-regression-on-pcqm4mv2-lsc" /> </td> <td> <code>[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/ogb-lsc-a-large-scale-challenge-for-machine/graph-regression-on-pcqm4mv2-lsc)](https://paperswithcode.com/sota/graph-regression-on-pcqm4mv2-lsc?p=ogb-lsc-a-large-scale-challenge-for-machine)</code> </td> </tr> </table> </div> </div> </div> </div> </div> </div> </div>  <div class="modal fade" id="editDatasets" role="dialog" aria-labelledby="editDatasetsLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="editDatasetsLabel">Edit Datasets</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 paper-page-edit-dataset-modal"> <input type="hidden" name="csrfmiddlewaretoken" value="KAClr6tC0CQWaeSwLRVCpODK6xPhDEoAqQi8FzBUu7N6T6e02DxwGILFsdsD6AHz"> <div id="div_id_introduced" class="form-group"> <label for="id_introduced" class=""> Add or remove datasets <b>introduced</b> in this paper: </label> <div class=""> <select name="introduced" data-container-css-class="" data-allow-clear="false" style="width: 100%" class="modelselect2multiple form-control" id="id_introduced" data-autocomplete-light-language="en" data-autocomplete-light-url="/dataset-autocomplete/" data-autocomplete-light-function="select2" multiple> <option value="6300" selected>OGB-LSC</option> <option 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<div class="paper-title"> <div class="row"> <div class="col-md-12"> <h1> OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs </h1> <div class="authors"> <p> <span class="author-span">17 Mar 2021</span>  路  <span class="author-span"> <a href="/author/weihua-hu">Weihua Hu</a></span>, <span class="author-span"> <a href="/author/matthias-fey">Matthias Fey</a></span>, <span class="author-span"> <a href="/author/hongyu-ren">Hongyu Ren</a></span>, <span class="author-span"> <a href="/author/maho-nakata">Maho Nakata</a></span>, <span class="author-span"> <a href="/author/yuxiao-dong">Yuxiao Dong</a></span>, <span class="author-span"> <a href="/author/jure-leskovec">Jure Leskovec</a></span> <span class="hidden-element">路 </span><button type="button" class="badge-edit" data-bs-toggle="modal" data-bs-toggle="modal" data-bs-target="#loginModal"> <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 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However, existing efforts to advance large-scale graph ML have been largely limited by the lack of a suitable public benchmark. Here we present OGB Large-Scale Challenge (OGB-LSC), a collection of three real-world datasets for facilitating the advancements in large-scale graph ML. The OGB-LSC datasets are orders of magnitude larger than existing ones, covering three core graph learning tasks -- link prediction, graph regression, and node classification. Furthermore, we provide dedicated baseline experiments, scaling up expressive graph ML models to the massive datasets. We show that expressive models significantly outperform simple scalable baselines, indicating an opportunity for dedicated efforts to further improve graph ML at scale. Moreover, OGB-LSC datasets were deployed at ACM KDD Cup 2021 and attracted more than 500 team registrations globally, during which significant performance improvements were made by a variety of innovative techniques. We summarize the common techniques used by the winning solutions and highlight the current best practices in large-scale graph ML. Finally, we describe how we have updated the datasets after the KDD Cup to further facilitate research advances. The OGB-LSC datasets, baseline code, and all the information about the KDD Cup are available at https://ogb.stanford.edu/docs/lsc/ . </p> <a href="https://arxiv.org/pdf/2103.09430v3.pdf" onclick="captureOutboundLink('https://arxiv.org/pdf/2103.09430v3.pdf'); return true;" class="badge badge-light "> <span class=" icon-wrapper icon-fa icon-fa-regular" data-name="file-pdf"><svg viewBox="0 0 384 513.795" xmlns="http://www.w3.org/2000/svg"><path d="M369.9 98.88c9 9 14.1 21.3 14.1 34v332.1c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-416c0-26.5 21.5-48 48-48.1h204.1c12.7 0 24.9 5.1 33.9 14.1zm-37.8 30.1L256 52.88v76.1h76.1zM48 464.98h288v-288H232c-13.3 0-24-10.7-24-24v-104H48v416zm250.2-143.7c10.5 10.5 8 38.7-17.5 38.7-14.8 0-36.9-6.8-55.8-17-21.6 3.6-46 12.7-68.4 20.1-50.1 86.4-79.4 47-76.1 31.2 4-20 31-35.9 51-46.2 10.5-18.4 25.4-50.5 35.4-74.4-7.4-28.6-11.4-51-7-67.1 4.8-17.7 38.4-20.3 42.6 5.9 4.7 15.4-1.5 39.9-5.4 56 8.1 21.3 19.6 35.8 36.8 46.3 17.4-2.2 52.2-5.5 64.4 6.5zm-198.1 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/> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/shamim-hussain/egt" onclick="captureOutboundLink('https://github.com/shamim-hussain/egt'); return true;" class="code-table-link"> <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 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/> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/graphcore/distributed-kge-poplar" onclick="captureOutboundLink('https://github.com/graphcore/distributed-kge-poplar'); return true;" class="code-table-link"> <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> graphcore/distributed-kge-poplar </a> </div> </div> <div class="col-3"> <div class="paper-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> 15 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> </div> <div class="table-options"> <a href="#" id="implementations-see-more-trigger">See all 6</a> implementations </div> </div> <div id="implementations-full-list" style="display:none"> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/snap-stanford/ogb" onclick="captureOutboundLink('https://github.com/snap-stanford/ogb'); return true;" class="code-table-link"> <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> snap-stanford/ogb <span class="badge badge-info is-official-code"><span class=" icon-wrapper icon-ion" data-name="checkmark-circle-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M448 256c0-106-86-192-192-192S64 150 64 256s86 192 192 192 192-86 192-192z" 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="M352 176L217.6 336 160 272"/></svg></span> official</span> </a> </div> </div> <div class="col-3"> <div class="paper-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> 1,953 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/dmlc/dgl/tree/master/examples/pytorch/ogb_lsc" onclick="captureOutboundLink('https://github.com/dmlc/dgl/tree/master/examples/pytorch/ogb_lsc'); return true;" class="code-table-link"> <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> dmlc/dgl </a> </div> </div> <div class="col-3"> <div class="paper-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> 13,573 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/graphcore/ogb-lsc-pcqm4mv2" onclick="captureOutboundLink('https://github.com/graphcore/ogb-lsc-pcqm4mv2'); return true;" class="code-table-link"> <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 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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> 70 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" 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/> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/shamim-hussain/egt" onclick="captureOutboundLink('https://github.com/shamim-hussain/egt'); return true;" class="code-table-link"> <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 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/> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/graphcore/distributed-kge-poplar" onclick="captureOutboundLink('https://github.com/graphcore/distributed-kge-poplar'); return true;" class="code-table-link"> <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 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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> lars-research/3d-pgt </a> </div> </div> <div class="col-3"> <div class="paper-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> 9 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> </div> <div class="table-options"> <a href="#" id="implementations-see-less-trigger">Collapse 6</a> implementations </div> </div> </div> </div> <div class="col-md-5 paper-section" id="tasks"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12"> <h2>Tasks <div class="float-right"> <div class="dropdown edit-button"> <button class="dropdown-toggle badge badge-edit" type="button" id="taskEditMenu" 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="taskEditMenu"> <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> </div> </h2> <hr/> </div> </div> <div class="paper-tasks"> <div class="row"> <div class="col-md-12"> <a href="/task/machine-learning"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>BIG-bench Machine Learning</span> </span> </a> <a href="/task/graph-learning"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Graph Learning</span> </span> </a> <a href="/task/graph-regression"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Graph Regression</span> </span> </a> <a href="/task/knowledge-graphs"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Knowledge Graphs</span> </span> </a> <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> <a href="/task/node-classification"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000407-3df5d6f0.jpg"> <span>Node Classification</span> </span> </a> </div> </div> </div> </div> </div> </div> <div class="row"> <div class="col-md-12 paper-section paper-evaluation-section-title" id="datasets"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12 zero-padding-datasets"> <h2>Datasets <div class="float-right"> <div class="dropdown edit-button"> <button class="dropdown-toggle badge badge-edit" type="button" id="datasetEditMenu" data-bs-toggle="modal" data-bs-target="#loginModal" 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> </div> </h2> <hr/> </div> </div> <div class="paper-datasets"> <div class="row"> <div class="col-md-12"> <p><b>Introduced in the Paper:</b></p> <span class="badge badge-primary"> <a href="/dataset/ogb-lsc"> <img class="dataset-list-image" src="https://production-media.paperswithcode.com/thumbnails/dataset-small/dataset-0000006300-05b7e167.jpg"> OGB-LSC </a> </span> <span class="badge badge-primary"> <a href="/dataset/pcqm4mv2-lsc"> <img class="dataset-list-image" src="https://production-media.paperswithcode.com/thumbnails/dataset-small/46b2e46d-f4f0-41b7-863e-8d7d6d6052ac.jpg"> PCQM4Mv2-LSC </a> </span> <p><b>Used in the Paper:</b></p> <span class="badge badge-primary"> <a href="/dataset/ogb"> <img class="dataset-list-image" src="https://production-media.paperswithcode.com/thumbnails/dataset-small/dataset-0000005078-ce502adf.jpg"> OGB </a> </span> </div> </div> </div> </div> </div> </div>  <div class="row"> <div id="results" class="col-md-12 paper-evaluation-section-title"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12 zero-padding"> <h2>Results from the Paper <div class="float-right"> <div class="edit-button"> <a class="dropdown-toggle badge badge-edit" id="evalEditMenu" href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/"> <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 </a> </div> </div> </h2> <hr/> <div class="paper-evaluation-badge"> <div class="sota"> <p> <a href="/sota/knowledge-graphs-on-wikikg90m-lsc"> <img style="height:20px;width:35px;position:relative;top:1px;" src="https://production-media.paperswithcode.com/sota-thumbs/knowledge-graphs-on-wikikg90m-lsc-small_3befde90.png"/> </a>  Ranked #1 on <a class="sota-task" href="/sota/knowledge-graphs-on-wikikg90m-lsc"> Knowledge Graphs on WikiKG90M-LSC </a> </p> </div>      <a href="#" class="get-badge-button float-right" data-bs-toggle="modal" data-bs-target="#badgeModal"> <span class=" icon-wrapper icon-fa icon-fa-light" data-name="arrow-to-right"><svg viewBox="0 0 448 520.146" xmlns="http://www.w3.org/2000/svg"><path d="M215 100.5c4.7-4.7 12.3-4.7 17 0l148.6 148c4.7 4.7 4.7 12.3 0 17l-148.5 148c-4.7 4.7-12.3 4.7-17 0l-7.1-7.1c-4.7-4.7-4.7-12.3 0-17L323.9 274H12c-6.6 0-12-5.4-12-12v-10c0-6.6 5.4-12 12-12h311.9l-116-115.4a12.01 12.01 0 0 1 0-17zM448 77v360c0 6.6-5.4 12-12 12h-8c-6.6 0-12-5.4-12-12V77c0-6.6 5.4-12 12-12h8c6.6 0 12 5.4 12 12z"/></svg></span> Get a GitHub badge </a> </div> </div> </div> </div> </div> </div> <div class="paper-evaluation-section" id="evaluation"> <div class="row"> <div class="col-md-12"> <div class="sota-table table-responsive"> <table class="table-striped"> <tr> <th>Task</th> <th>Dataset</th> <th>Model</th> <th>Metric Name</th> <th>Metric Value</th> <th>Global Rank</th> <th>Result</th> <th>Benchmark</th> </tr> <tr> <td rowspan="1" class="rowspan-td"> Node Classification </td> <td rowspan="1" class="rowspan-td"> MAG240M-LSC </td> <td rowspan="1" class="rowspan-td model-col"> GraphSAGE (NS) </td> <td style="vertical-align: top; padding-top: 18px;"> Test Accuracy </td> <td> 66.25 </td> <td> # 3 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29051"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/node-classification-on-mag240m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="2" class="rowspan-td"> Node Classification </td> <td rowspan="2" class="rowspan-td"> MAG240M-LSC </td> <td rowspan="2" class="rowspan-td model-col"> SIGN </td> <td style="vertical-align: top; padding-top: 18px;"> Validation Accuracy </td> <td> 66.64 </td> <td> # 1 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29050"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/node-classification-on-mag240m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Test Accuracy </td> <td> 66.09 </td> <td> # 4 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29050"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/node-classification-on-mag240m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="1" class="rowspan-td"> Node Classification </td> <td rowspan="1" class="rowspan-td"> MAG240M-LSC </td> <td rowspan="1" class="rowspan-td model-col"> R-GraphSAGE (NS) </td> <td style="vertical-align: top; padding-top: 18px;"> Test Accuracy </td> <td> 68.94 </td> <td> # 1 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29053"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/node-classification-on-mag240m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="1" class="rowspan-td"> Node Classification </td> <td rowspan="1" class="rowspan-td"> MAG240M-LSC </td> <td rowspan="1" class="rowspan-td model-col"> GAT (NS) </td> <td style="vertical-align: top; padding-top: 18px;"> Test Accuracy </td> <td> 66.63 </td> <td> # 2 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29052"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/node-classification-on-mag240m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="2" class="rowspan-td"> Graph Regression </td> <td rowspan="2" class="rowspan-td"> PCQM4M-LSC </td> <td rowspan="2" class="rowspan-td model-col"> GCN-Virtual </td> <td style="vertical-align: top; padding-top: 18px;"> Validation MAE </td> <td> 0.1536 </td> <td> # 8 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29061"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/graph-regression-on-pcqm4m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Test MAE </td> <td> 15.79 </td> <td> # 3 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29061"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/graph-regression-on-pcqm4m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="2" class="rowspan-td"> Graph Regression </td> <td rowspan="2" class="rowspan-td"> PCQM4M-LSC </td> <td rowspan="2" class="rowspan-td model-col"> GIN-virtual </td> <td style="vertical-align: top; padding-top: 18px;"> Validation MAE </td> <td> 0.1396 </td> <td> # 7 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29063"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/graph-regression-on-pcqm4m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Test MAE </td> <td> 14.87 </td> <td> # 2 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29063"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/graph-regression-on-pcqm4m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="1" class="rowspan-td"> Graph Regression </td> <td rowspan="1" class="rowspan-td"> PCQM4M-LSC </td> <td rowspan="1" class="rowspan-td model-col"> GIN </td> <td style="vertical-align: top; padding-top: 18px;"> Test MAE </td> <td> 16.78 </td> <td> # 4 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29062"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/graph-regression-on-pcqm4m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="2" class="rowspan-td"> Graph Regression </td> <td rowspan="2" class="rowspan-td"> PCQM4M-LSC </td> <td rowspan="2" class="rowspan-td model-col"> GCN </td> <td style="vertical-align: top; padding-top: 18px;"> Validation MAE </td> <td> 0.1684 </td> <td> # 9 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29060"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/graph-regression-on-pcqm4m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Test MAE </td> <td> 18.38 </td> <td> # 5 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29060"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/graph-regression-on-pcqm4m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="2" class="rowspan-td"> Graph Regression </td> <td rowspan="2" class="rowspan-td"> PCQM4M-LSC </td> <td rowspan="2" class="rowspan-td model-col"> MLP-fingerprint </td> <td style="vertical-align: top; padding-top: 18px;"> Validation MAE </td> <td> 0.2044 </td> <td> # 10 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29059"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/graph-regression-on-pcqm4m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Test MAE </td> <td> 20.68 </td> <td> # 6 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29059"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/graph-regression-on-pcqm4m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="2" class="rowspan-td"> Graph Regression </td> <td rowspan="2" class="rowspan-td"> PCQM4Mv2-LSC </td> <td rowspan="2" class="rowspan-td model-col"> MLP-Fingerprint </td> <td style="vertical-align: top; padding-top: 18px;"> Validation MAE </td> <td> 0.1753 </td> <td> # 19 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=70870"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/graph-regression-on-pcqm4mv2-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Test MAE </td> <td> 0.1760 </td> <td> # 13 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=70870"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/graph-regression-on-pcqm4mv2-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="2" class="rowspan-td"> Knowledge Graphs </td> <td rowspan="2" class="rowspan-td"> WikiKG90M-LSC </td> <td rowspan="2" class="rowspan-td model-col"> ComplEx-Concat </td> <td style="vertical-align: top; padding-top: 18px;"> Validation MRR </td> <td> 0.8425 </td> <td> # 2 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29058"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/knowledge-graphs-on-wikikg90m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Test MRR </td> <td> 0.8637 </td> <td> # 2 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29058"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/knowledge-graphs-on-wikikg90m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="2" class="rowspan-td"> Knowledge Graphs </td> <td rowspan="2" class="rowspan-td"> WikiKG90M-LSC </td> <td rowspan="2" class="rowspan-td model-col"> TransE-Concat </td> <td style="vertical-align: top; padding-top: 18px;"> Validation MRR </td> <td> 0.8494 </td> <td> # 1 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29057"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/knowledge-graphs-on-wikikg90m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Test MRR </td> <td> 85.48 </td> <td> # 1 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29057"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/knowledge-graphs-on-wikikg90m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="2" class="rowspan-td"> Knowledge Graphs </td> <td rowspan="2" class="rowspan-td"> WikiKG90M-LSC </td> <td rowspan="2" class="rowspan-td model-col"> ComplEx-RoBERTa </td> <td style="vertical-align: top; padding-top: 18px;"> Validation MRR </td> <td> 0.7052 </td> <td> # 3 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29056"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/knowledge-graphs-on-wikikg90m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Test MRR </td> <td> 0.7186 </td> <td> # 3 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29056"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/knowledge-graphs-on-wikikg90m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="2" class="rowspan-td"> Knowledge Graphs </td> <td rowspan="2" class="rowspan-td"> WikiKG90M-LSC </td> <td rowspan="2" class="rowspan-td model-col"> TransE-RoBERTa </td> <td style="vertical-align: top; padding-top: 18px;"> Validation MRR </td> <td> 0.6039 </td> <td> # 4 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29055"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/knowledge-graphs-on-wikikg90m-lsc" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Test MRR </td> <td> 0.6288 </td> <td> # 4 </td> <td class="results-icon"> <a href="/paper/ogb-lsc-a-large-scale-challenge-for-machine/review/?hl=29055"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" 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