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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<meta name="description" content="Information about GEM Dataset">
<meta name="author" content="Daniel Campos">
<title>GEM</title>
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function gen_mail_to_link(lhs,rhs,subject,hypertext) {
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}
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<script type="text/javascript">
var clicked = false;
function addDownloadLink() {
if (document.getElementById("TA").checked == true) {
//Usefulness
if (!clicked) {
document.getElementById("GEMIdata").innerHTML += "<a class=\"btn btn-primary btn-md\" style='margin-right: 3px;' href=\"https://gemdata.blob.core.windows.net/gem/GEMI.zip\">GEM-I Data</a>"
document.getElementById("GEMVdata").innerHTML += "<a class=\"btn btn-primary btn-md\" style='margin-right: 3px;' href=\"https://gemdata.blob.core.windows.net/gem/GEMV.zip\">GEM-V Data</a>"
clicked = true;
}
alert("Download Links are now viewable")
} else {
alert("Please Agree to our conditions to download the dataset")
}
}
</script>
<style>
code {
font-family: Consolas,"courier new";
color: black;
background-color: #f1f1f1;
padding: 2px;
font-size: 90%;
}
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<body id="page-top">
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<a class="navbar-brand js-scroll-trigger" href="#page-top">GEM</a>
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<div class="collapse navbar-collapse" id="navbarResponsive">
<ul class="navbar-nav ml-auto">
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<a class="nav-link js-scroll-trigger" href="#page-top">Home</a>
</li>
<li class="nav-item">
<a class="nav-link js-scroll-trigger" href="#intro">Intro</a>
</li>
<li class="nav-item">
<a class="nav-link js-scroll-trigger" href="#leaderboard">Leaderboard</a>
</li>
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<a class="nav-link js-scroll-trigger" href="#contact">Contact</a>
</li>
</ul>
</div>
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</nav>
<section id="intro">
<div class="container">
<center>
<img src="img/MicrosoftLogo.png">
</center>
<div class="row">
<p>GEM (A General Evaluation Benchmark on Multi-modal Tasks) is a new benchmark dataset to evaluate the performance of cross-modal pre-trained models including understanding and generation tasks.</p>
<p>The current version of GEM is composed of 8 tasks. For each task, training and validation set are provided. GEM is not only the largest vision-language dataset covering image-language tasks and video-language tasks at the same time, but also labeled in multiple languages.</p>
</div>
<div class="row">
<h3>Terms and Conditions</h3>
<p>The GEM datasets are intended for non-commercial research purposes only to promote advancement in the field of artificial intelligence and related areas, and is made available free of charge without extending any license or other intellectual property rights. The dataset is provided “as is” without warranty and usage of the data has risks since we may not own the underlying rights in the documents. We are not be liable for any damages related to use of the dataset. Feedback is voluntarily given and can be used as we see fit. Upon violation of any of these terms, your rights to use the dataset will end automatically.</p><br /><br /> <p> If you have questions about use of the dataset or any research outputs in your products or services, we encourage you to undertake your own independent legal review. For other questions, please feel free to contact us.</p>
<div class="checkbox">
<label>
<input type="checkbox" name="termAgreed" id="TA" value="true" />
I agree to terms and conditions. Upon accepting links to dataset will become available.
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<div class="row">
<button type="button" class="btn btn-primary btn-default" onclick='return addDownloadLink()'>Submit</button>
</div>
</div>
</section>
<section id="leaderboard" class="bg-light">
<div class="container">
<div class="row">
<div class="table-responsive">
<h2>GEM Dataset and Leaderboard</h2>
<h4>Tasks</h4>
<ol>
<li>QI_mR: Query-Image Retrieval</li>
<li>QIT_mR: Query-Image-Title Retrieval</li>
<li>IQ_RougeL: Image-Query Captioning</li>
<li>QV_mR: Query-Video Retrieval</li>
<li>QVT_mR: Query-Video-Title Retrieval</li>
<li>VQ_RougeL: Video-Query Captioning</li>
<li>TQ_RougeL: Title-Query Captioning</li>
<li>VTQ_RougeL: Video-Title-Query Captioning</li>
</ol>
<h4>Relevant Links</h4>
<a class="btn btn-primary btn-md" style='margin-right: 3px;' href="https:/microsoft/GEM">GEM Submission Guideline/Github</a>
<a class="btn btn-primary btn-md" style='margin-right: 3px;' href="https://arxiv.org/abs/2106.09889">GEM Paper</a>
<a class="btn btn-primary btn-md" style='margin-right: 3px;' href="https:/microsoft/M3P">M3P Baseline</a>
<a class="btn btn-primary btn-md" style='margin-right: 3px;' href="https:/microsoft/UniVL">UniVL Baseline</a>
<div class="row"> </div>
<div id="GEMIdata"> </div>
<div class="row"> </div>
<div id="GEMVdata"> </div>
<div class="row"> </div>
<h4>GEM-I Leaderboard (06/01/2021-Present) ranked by GEM-I Score (averaged score on 3 tasks)</h4>
<div style="text-align:center">
<table class="table table-striped" id='GEMItable'>
<thead>
<tr>
<th>Rank</th>
<th class="col-md-9">Model</th>
<th class="col-md-1">Submission Date</th>
<th class="col-md-1">QI_mR</th>
<th class="col-md-1">QIT_mR</th>
<th class="col-md-1">IQ_RougeL</th>
<th class="col-md-1">GEM_I Score</th>
</tr>
</thead>
<tbody>
<tbody>
<tr>
<td><strong>M3P Baseline</strong> (GEM Team)</td>
<td>2021-06-01</a></td>
<td>19.85</td>
<td>79.74</td>
<td>5.61</td>
<td>35.07</td>
</tr>
</tbody>
</table>
</div>
<div class="row"> </div>
<h4>GEM-V Leaderboard (06/01/2021-Present) ranked by GEM-V Score (averaged score on 5 tasks)</h4>
<div style="text-align:center">
<table class="table table-striped" id='GEMVtable'>
<thead>
<tr>
<th>Rank</th>
<th class="col-md-9">Model</th>
<th class="col-md-1">Submission Date</th>
<th class="col-md-1">QV_mR</th>
<th class="col-md-1">QVT_mR</th>
<th class="col-md-1">VQ_RougeL</th>
<th class="col-md-1">TQ_RougeL</th>
<th class="col-md-1">VTQ_RougeL</th>
<th class="col-md-1">GEM_V Score</th>
</tr>
</thead>
<tbody>
<tbody>
<tr>
<td><strong>m-UniVL Baseline</strong> (GEM Team)</td>
<td>2021-06-01</a></td>
<td>15.44</td>
<td>58.83</td>
<td>6.89</td>
<td>29.15</td>
<td>29.67</td>
<td>28.00</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
</section>
<section id="contact" class="bg-light">
<div class="container">
<div class="row">
<div class="col-md-12 mx-auto">
<h1>GEM Submission Instructions</h1>
<p>Once you have built a model that meets your expectations on evaluation with the dev set, you can submit your test results to get official evaluation on the test set. To ensure the integrity of the official test results, we do not release the correct answers for test set to the public. To submit your model for official evaluation on the test set, follow the below steps:</p>
<ol>
<li>Generate your prediction output for the dev set.</li>
<li>Run the official evaluation methodologies found in the task specific git repo and verify your systems are running as expected.</li>
<li>Generate your prediction output for the test set and submit the following information by <script type="text/javascript">gen_mail_to_link('GEM-team','microsoft.com','GEM Submission','emailing us');</script>.</li>
</ol>
<p>Your email should include:</p>
<ol>
<li>Prediction results on test set. [Required]</li>
<li>Prediction results on dev set. [Recommended]</li>
<li>Individual/Team Name: Name of the individual or the team to appear in the leaderboard. [Required]</li>
<li>Individual/Team Institution: Name of the institution of the individual or the team to appear in the leaderboard. [Optional]</li>
<li>Model code: Training code for the model. [Recommended]</li>
<li>Model information: Name of the model/technique to appear in the leaderboard. [Required]</li>
<li>Paper Information: Name, Citation, URL of the paper if model is from a published work to appear in the leaderboard. [Optional]</li>
</ol>
<p>To avoid "P-hacking" we discourage too many submissions from the same group in a short period of time.</p>
</div>
</div>
</div>
</section>
<section id="about" class="bg-light">
<div class="container">
<div class="row">
<div class="col-md-12 mx-auto">
<h1>About GEM</h1>
<h3></h3>
<div class="row">
<div class="col-md-12"><p>GEM (A General Evaluation Benchmark on Multi-modal Tasks) is a new benchmark dataset to evaluate the performance of cross-modal pre-trained models including understanding and generation tasks.</p></div>
</div>
<h2>How to cite</h2>
<div style="overflow-x:scroll; white-space: nowrap">
<code>@article{lin2021gem,<br>
title={{GEM}: A General Evaluation Benchmark for Multimodal Tasks},<br>
author={Lin Su and Nan Duan and Edward Cui and Lei Ji and Chenfei Wu and Huaishao Luo and Yongfei Liu and Ming Zhong and Taroon Bharti and Arun Sacheti},<br>
booktitle="Findings of the Association for Computational Linguistics",<br>
year={2021}<br>
}</code>
</div>
<p></p>
<h2> </h2>
<h2>Current Team <script type="text/javascript">gen_mail_to_link('GEM-team','microsoft.com','GEM Feedback','[Email us]');</script></h2>
<div class="row">
<div class="col-md-4"><img src='./img/EdwardCui.jpg' width="117" height="150" /><br /><strong>Edward Cui</strong><br />Principal Software Engineering Manager</a></div>
<div class="col-md-4"><img src='./img/LinSu.jpg' width="117" height="150" /><br /><strong>Lin Su</strong><br />Senior Software Engineer</a></div>
<div class="col-md-4"><a href="https://www.microsoft.com/en-us/research/people/nanduan/"><img src='https://www.microsoft.com/en-us/research/uploads/prod/2019/08/me.small_.jpg' width="117" height="150" /><br /><strong>Nan Duan</strong><br />Principal Research Manager</a></div>
<div class="col-md-4"><a href="https://www.microsoft.com/en-us/research/people/leiji/"><img src='./img/LeiJi.png' width="117" height="150" /><br /><strong>Lei Ji</strong><br />Principal Researcher</a></div>
<div class="col-md-4"><img src='./img/ChenfeiWu.png' width="117" height="150" /><br /><strong>Chenfei Wu</strong><br />Researcher</a></div>
<div class="col-md-4"><img src='./img/MingZhong.png' width="117" height="150" /><br /><strong>Ming Zhong</strong><br />Software Engineer II</a></div>
</div>
</div>
</div>
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