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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<title>MuTual</title>
<meta name="description" content="test">
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</head>
<body>
<div class="navbar navbar-default navbar-fixed-top" id="topNavbar" role="navigation">
<div class="container clearfix" id="navContainer">
<div class="leftNav">
<div class="brandDiv">
<a class="navbar-brand" href="https://nealcly.github.io/MuTual-leaderboard/">MuTual Challenge</a></div>
</div>
</div>
</div>
<div class="cover" id="topCover">
<div class="container">
<div class="row">
<div class="col-md-12">
<h1 id="appTitle"><b>MuTual</b>
</h1>
<h2 id="appSubtitle"><b>Mu</b>lti-<b>Tu</b>rn Di<b>al</b>ogue Reasoning Challenge</h2></div>
</div>
</div>
</div>
<div class="cover" id="contentCover">
<div class="container">
<div class="row">
<div class="col-md-4">
<div class="infoCard">
<div class="infoBody">
<div class="infoHeadline">
<h2>What is MuTual?</h2></div>
<p>
MuTual is a retrieval-based dataset for <b>Mu</b>lti-<b>Tu</b>rn di<b>al</b>ogue reasoning, which is modified from Chinese high school English listening comprehension test data. The goal of the MuTual challenge is to evaluate the reasoning ability in chatbots.
<a class="btn actionBtn" href="https://arxiv.org/abs/2004.04494">MuTual Paper</a>
<hr>
<div class="infoHeadline">
<h2>Download</h2></div>
<ul class="list-unstyled mainbuttonbox">
<li>
<a class="btn actionBtn inverseBtn" href="https://github.com/Nealcly/MuTual/tree/master/data/mutual/train" download>Download Training Set</a>
<a class="btn actionBtn inverseBtn" href="https://github.com/Nealcly/MuTual/tree/master/data/mutual/dev" download>Download Dev Set</a>
<a class="btn actionBtn inverseBtn" href="https://github.com/Nealcly/MuTual/tree/master/data/mutual/test" download>Download Test Set</a>
</li>
</ul>
</p>
</p>
<div class="infoHeadline">
<h2>Evaluation</h2></div>
<p>Once you are satisfied with your model performance on the dev set, you are encouraged to send your decode output to <a href="mailto:[email protected]">[email protected]</a> with your dev performance and methods to get the official scores on the test sets.</p>
<ul class="list-unstyled mainbuttonbox">
<li>
<a class="btn actionBtn inverseBtn" href="https://github.com/Nealcly/MuTual/blob/master/eval_sample/eval.py" download>Evaluation Script</a>
<a class="btn actionBtn inverseBtn" href="https://github.com/Nealcly/MuTual/blob/master/eval_sample/decode_sample.txt" download>Sample Prediction</a>
</li>
</ul>
<div class="infoHeadline">
<h2>Data Sample</h2>
</div>
<b>Dialogue</b>
<table class="table sample">
<tbody>
<p><b>M:</b> Ma'am, you forgot your phone.</p>
<p><b>F:</b> Oh, thanks, I couldn't live without this little thing. </p>
<p><b>M:</b> I know what you mean. It is of great significance to you. So did you enjoy your dinner? </p>
<p><b>F:</b> Oh yes, everything was just perfect. It's so hard to take the whole family out to eat, but your restaurant was perfect. Johnny had his own place to play in and I had time to talk with my sisters and their husbands. </p>
</tbody>
</table>
<b>Response</b>
<p>A. Thanks for your compliment for the restaurant. ✔</p>
<p>B. I’m sorry that you don’t have a good time. </p>
<p>C. Goodbye brother! Love you.</p>
<p>D. Hurry up honey, or we will be late for the dinner.</p>
<div class="infoHeadline">
<h2>Have Questions?</h2></div>
<p>Ask us questions at our
<a href="https://github.com/Nealcly/MuTual/issues">Github issues page</a> or contact
<a href="mailto:[email protected]">[email protected]</a>.</p>
</div>
<div class="infoSubheadline">
<!-- Place this tag where you want the button to render. -->
<a class="github-button" href="https://github.com/Nealcly/MuTual/" data-icon="octicon-star" data-show-count="true" aria-label="Star Nealcly/MuTual/ on GitHub">Star</a></div>
</div>
</div>
<div class="col-md-8">
<div class="infoCard">
<div class="infoBody">
<div class="infoHeadline">
<h2>Leaderboard</h2></div>
<table class="table performanceTable">
<tr>
<th></th>
<th></th>
<th colspan="3">MuTual</th>
<th colspan="3">MuTual plus</th>
</tr></tr>
<tr>
<tr>
<th>Rank</th>
<th>Model</th>
<th>R@1</th>
<th>R@2</th>
<th>MRR</th>
<th>R@1</th>
<th>R@2</th>
<th>MRR</th></tr></tr>
<tr>
<tr>
<td>
<p></p>
<span class="date label label-default"></span></td>
<td style="word-break:break-word;"><a href="https://arxiv.org/abs/2004.04494">Human Performance (non-native speaker)</a>
<p class="institution"></p>
<td>
<b>0.938</b>
</td>
<td>
<b>0.971</b>
</td>
<td>
<b>0.964</b>
</td>
<td>
<b>0.930</b>
</td>
<td>
<b>0.972</b>
</td>
<td>
<b>0.961</b>
</td>
</tr>
<tr>
<td>
<p>1</p>
<span class="date label label-default">Oct 21, 2022</span></td>
<td style="word-break:break-word;"><a href="https://arxiv.org/abs/2204.08152">BIDeN-v3</a>
<p class="institution">SJTU</p>
<td>
<b>0.930</b>
</td>
<td>
<b>0.983</b>
</td>
<td>
<b>0.962</b>
</td>
<td>
<b>0.845</b>
</td>
<td>
<b>0.958</b>
</td>
<td>
<b>0.914</b>
</td>
</tr>
<tr>
<td>
<p>2</p>
<span class="date label label-default">May 16, 2021</span></td>
<td style="word-break:break-word;">Anonymous
<p class="institution">Anonymous</p>
<td>
<b>0.921</b>
</td>
<td>
<b>0.985</b>
</td>
<td>
<b>0.958</b>
</td>
<td>
<b>0.810</b>
</td>
<td>
<b>0.946</b>
</td>
<td>
<b>0.896</b>
</td>
</tr>
<tr>
<td>
<p>3</p>
<span class="date label label-default">Jun 26, 2021</span></td>
<td style="word-break:break-word;">Anonymous
<p class="institution">Anonymous</p>
<td>
<b>0.919</b>
</td>
<td>
<b>0.985</b>
</td>
<td>
<b>0.957</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<tr>
<td>
<p>4</p>
<span class="date label label-default">Jan 2, 2021</span></td>
<td style="word-break:break-word;">ELECTRA+DAPO
<p class="institution">Anonymous</p>
<td>
<b>0.916</b>
</td>
<td>
<b>0.988</b>
</td>
<td>
<b>0.956</b>
</td>
<td>
<b>0.836</b>
</td>
<td>
<b>0.955</b>
</td>
<td>
<b>0.910</b>
</td>
</tr>
<tr>
<td>
<p>5</p>
<span class="date label label-default">Sep 2, 2020</span></td>
<td style="word-break:break-word;"><a href="https://arxiv.org/pdf/2009.06504.pdf">MDFN</a>
<p class="institution">SJTU & Huawei Noah' s Ark Lab</p>
<td>
<b>0.916</b>
</td>
<td>
<b>0.984</b>
</td>
<td>
<b>0.956</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<tr>
<td>
<p>6</p>
<span class="date label label-default">Jun 26, 2021</span></td>
<td style="word-break:break-word;">Anonymous
<p class="institution">Anonymous</p>
<td>
<b>0.915</b>
</td>
<td>
<b>0.982</b>
</td>
<td>
<b>0.954</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<tr>
<td>
<p>7</p>
<span class="date label label-default">Aug 4, 2020</span></td>
<td style="word-break:break-word;"><a href="https://arxiv.org/abs/2012.11099">GRN-v2 </a>
<p class="institution">NEU & Alibaba</p>
<td>
<b>0.915</b>
</td>
<td>
<b>0.983</b>
</td>
<td>
<b>0.954</b>
</td>
<td>
<b>0.841</b>
</td>
<td>
<b>0.957</b>
</td>
<td>
<b>0.913</b>
</td>
</tr>
<tr>
<td>
<p>8</p>
<span class="date label label-default">Aug 04, 2021</span></td>
<td style="word-break:break-word;">BIDeN-v2
<p class="institution">Anonymous</p>
<td>
<b>0.914</b>
</td>
<td>
<b>0.977</b>
</td>
<td>
<b>0.953</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<tr>
<td>
<p>9</p>
<span class="date label label-default">Sep 14, 2021</span></td>
<td style="word-break:break-word;">CF-DialReas
<p class="institution">Anonymous</p>
<td>
<b>0.913</b>
</td>
<td>
<b>0.986</b>
</td>
<td>
<b>0.954</b>
</td>
<td>
<b>0.735</b>
</td>
<td>
<b>0.904</b>
</td>
<td>
<b>0.849</b>
</td>
</tr>
<tr>
<td>
<p>10</p>
<span class="date label label-default">Aug 17, 2021</span></td>
<td style="word-break:break-word;">MUSN-v2
<p class="institution">Anonymous</p>
<td>
<b>0.912</b>
</td>
<td>
<b>0.983</b>
</td>
<td>
<b>0.953</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<tr>
<td>
<p>11</p>
<span class="date label label-default">Apr 6, 2021</span></td>
<td style="word-break:break-word;">DDGM
<p class="institution">WHU</p>
<td>
<b>0.911</b>
</td>
<td>
<b>0.980</b>
</td>
<td>
<b>0.952</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<tr>
<td>
<p>12</p>
<span class="date label label-default">Dec 21, 2020</span></td>
<td style="word-break:break-word;">Anonymous
<p class="institution">ECNU</p>
<td>
<b>0.910</b>
</td>
<td>
<b>0.981</b>
</td>
<td>
<b>0.951</b>
</td>
<td>
<b>0.826</b>
</td>
<td>
<b>0.950</b>
</td>
<td>
<b>0.904</b>
</td>
</tr>
<tr>
<td>
<p>13</p>
<span class="date label label-default">Nov 13, 2020</span></td>
<td style="word-break:break-word;">Anonymous
<p class="institution">UCSB</p>
<td>
<b>0.909</b>
</td>
<td>
<b>0.977</b>
</td>
<td>
<b>0.950</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<tr>
<td>
<p>14</p>
<span class="date label label-default">Jul 27, 2020</span></td>
<td style="word-break:break-word;">GRN-v1
<p class="institution">Anonymous</p>
<td>
<b>0.903</b>
</td>
<td>
<b>0.976</b>
</td>
<td>
<b>0.947</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<tr>
<td>
<p>15</p>
<span class="date label label-default">Jun 26, 2021</span></td>
<td style="word-break:break-word;">MUSN
<p class="institution">Anonymous</p>
<td>
<b>0.900</b>
</td>
<td>
<b>0.976</b>
</td>
<td>
<b>0.945</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<tr>
<td>
<p>16</p>
<span class="date label label-default">Apr 28, 2020</span></td>
<td style="word-break:break-word;">UMN
<p class="institution">Anonymous</p>
<td>
<b>0.870</b>
</td>
<td>
<b>0.973</b>
</td>
<td>
<b>0.930</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<td>
<p>17</p>
<span class="date label label-default">Apr 27, 2020</span></td>
<td style="word-break:break-word;"><a href="https://arxiv.org/abs/1903.03033">RoBERTa + OCN</a>
<p class="institution">Pattern Recognition Center, WeChat AI </p>
<td>
<b>0.867</b>
</td>
<td>
<b>0.958</b>
</td>
<td>
<b>0.926</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<tr>
<td>
<p>18</p>
<span class="date label label-default">Apr 21, 2020</span></td>
<td style="word-break:break-word;">RoBERTa+
<p class="institution">Northeastern University</p>
<td>
<b>0.825</b>
</td>
<td>
<b>0.953</b>
</td>
<td>
<b>0.904</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<tr>
<tr>
<td>
<p>19</p>
<span class="date label label-default">Apr 21, 2020</span></td>
<td style="word-break:break-word;">DRRC-1
<p class="institution">PKU</p>
<td>
<b>0.771</b>
</td>
<td>
<b>0.914</b>
</td>
<td>
<b>0.869</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<td>
<p>20</p>
<span class="date label label-default">Apr 10, 2020</span></td>
<td style="word-break:break-word;"><a href="https://arxiv.org/abs/2004.04494">RoBERTa</a>
<p class="institution">ZJU & MSRA & Westlake</p>
<td>
<b>0.713</b>
</td>
<td>
<b>0.892</b>
</td>
<td>
<b>0.836</b>
</td>
<td>
<b>0.626</b>
</td>
<td>
<b>0.866</b>
</td>
<td>
<b>0.787</b>
</td>
</tr>
<tr>
<td>
<p>21</p>
<span class="date label label-default">Sep 4, 2020</span></td>
<td style="word-break:break-word;">Anonymous
<p class="institution">Anonymous</p>
<td>
<b>0.693</b>
</td>
<td>
<b>0.875</b>
</td>
<td>
<b>0.822</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<tr>
<td>
<p>22</p>
<span class="date label label-default">Apr 10, 2020</span></td>
<td style="word-break:break-word;">DialogConv
<p class="institution">Anonymous</p>
<td>
<b>0.622</b>
</td>
<td>
<b>0.854</b>
</td>
<td>
<b>0.782</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
<td>
<b>-</b>
</td>
</tr>
<tr>
<td>
<p>23</p>
<span class="date label label-default">Sep 14, 2021</span></td>
<td style="word-break:break-word;"><a href="https://arxiv.org/abs/2004.04494">RoBERTa-MC</a>
<p class="institution">ZJU & MSRA & Westlake</p>
<td>
<b>0.686</b>
</td>
<td>
<b>0.887</b>
</td>
<td>
<b>0.822</b>
</td>
<td>
<b>0.643</b>
</td>
<td>
<b>0.845</b>
</td>
<td>
<b>0.792</b>
</td>
</tr>
</table>
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