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<!doctype html>
<html lang="en">
<head>
<!-- Required meta tags -->
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<!-- Bootstrap CSS -->
<link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/css/bootstrap.min.css"
integrity="sha384-ggOyR0iXCbMQv3Xipma34MD+dH/1fQ784/j6cY/iJTQUOhcWr7x9JvoRxT2MZw1T" crossorigin="anonymous">
<link rel="stylesheet" href="./static/index.css">
<title>The Effect of Natural Distribution Shift on Question Answering Models</title>
</head>
<body onload="renderLeaderboard('new-wiki')">
<section id='header'>
<h1 id='title'>
<a class='no-underline-link' href="https://arxiv.org/abs/2004.14444">
The Effect of Natural Distribution Shift <br/>
on Question Answering Models
</a>
</h1>
<h2 id='authors' class='text-muted'>
<ul>
<li><a href='https://people.eecs.berkeley.edu/~miller_john/'>John Miller</a></li>
<li><a href='https://www.karlk.net'>Karl Krauth</a></li>
<li><a href='https://people.eecs.berkeley.edu/~brecht/'>Benjamin Recht</a></li>
<li><a href='https://people.csail.mit.edu/ludwigs/'>Ludwig Schmidt</a></li>
</ul>
</h2>
</section>
<section id="leaderboards">
<div class="content">
<div id="links">
<a href="index.html"> <span> Home </span> </a>
<a class="active" href="squad.html"> <span> New Wikipedia </span> </a>
<a href="nyt.html"> <span> New York Times </span> </a>
<a href="reddit.html"> <span> Reddit Comments </span> </a>
<a href="amazon.html"> <span> Amazon Reviews </span> </a>
</div>
</div>
</section>
<section id="downloads">
<div class="content">
<div id="links">
<a href="https://ndownloader.figshare.com/files/28472799?private_link=2f119bea3e8d711047ec?">
<span> Download New Wikipedia data </span>
</a>
</div>
</div>
</section>
<div class="infoCard">
<div class="infoBody">
<div class="infoHeadline"><h2>New Wikipedia Leaderboard </h2></div>
<p> The ExactMatch (EM) and F1 scores evaluated on the new Wikipedia test set.</p>
<table class="table performanceTable" id="leaderboard"></table>
<script id="template" type="x-tmpl-mustache">
<tr>
<th>Rank</th>
<th>Model</th>
<th>EM</th>
<th>F1</th>
</tr>
{{#leaderboard}}
<tr class="{{row_class}}">
<td>{{rank}}</td>
<td>
{{name}}
<p class="institution">{{institution}}</p>
<a href="{{paper_link}}">{{paper_link}}</a>
</td>
<td class="{{score_class}}">{{new-wiki_em}}</td>
<td class="{{score_class}}">{{new-wiki_f1}}<td>
</tr>
{{/leaderboard}}
</script>
</div>
</div>
<script src="https://unpkg.com/mustache@latest"></script>
<script src="https://code.jquery.com/jquery-2.2.4.min.js"></script>
<script src="render.js"></script>
</body>
</html>