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<!DOCTYPE HTML>
<html>
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<title>The jiant toolkit for general-purpose text understanding models</title>
<meta name="viewport" content="width=device-width, initial-scale=1">
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<div id="colorlib-logo"><a href="https://wp.nyu.edu/ml2/"><img src="ml2-logo-notext.svg" alt="NYU ML^2 logo" width="222px" height="103px"></a></div>
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<div class="col-md-10 text-right menu-1">
<ul>
<li class="active"><a href="index.html">Home</a></li>
<!-- <li><a href="https://github.com/nyu-mll/jiant/">GitHub</a></li> -->
<li><a href="https://arxiv.org/abs/2003.02249">Paper</a></li>
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</ul>
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<section id="home" class="video-hero" style="height: 700px; background-image: url(images/cover_img_1.jpg); background-size:cover; background-position: center center;background-attachment:fixed;" data-section="home">
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<h2 style="font-family: Menlo, Monaco, Consolas, Courier New, monospace;">jiant</h2></span>
<p>A software toolkit for research <br> on general-purpose text understanding models.</p>
<p><a href="https://github.com/nyu-mll/jiant-v1-legacy" class="btn btn-secondary btn-lg btn-custom">jiant v1.3</a> <a href="https://github.com/nyu-mll/jiant" class="btn btn-primary btn-lg btn-custom">jiant v2</a></p>
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</section>
<div class="colorlib-services colorlib-bg-white">
<div class="container">
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<p> <code>jiant</code> is a software toolkit for natural language processing research, designed to facilitate work on multitask learning and transfer learning for sentence understanding tasks. Check out the blog post <a href="https://wp.nyu.edu/cilvr/2020/10/07/jiant-is-an-nlp-toolkit-introducing-jiant-2-0/">here</a>.</p>
A few things you might want to know about <code>jiant</code>:
<ul>
<li><code>jiant</code> is configuration-driven. You can run an enormous variety of experiments by simply writing configuration files. Of course, if you need to add any major new features, you can also easily edit or extend the code.</li>
<li><code>jiant</code> contains implementations of <a href="https://gluebenchmark.com">GLUE</a>, <a href="https://gluebenchmark.com/super">SuperGLUE</a>, and <a href="https://github.com/nyu-mll/jiant/blob/master/guides/benchmarks/xtreme.md">XTREME</a> benchmarks.</li>
<li><code>jiant</code> is built on <a href="https://pytorch.org">PyTorch</a>. <code>jiant</code> integrates models from <a href="https://github.com/huggingface/transformers"><code>transformers</code></a> and task data from <a href="https://github.com/huggingface/datasets"><code>datasets</code></a>.</li>
</ul>
</div>
</div>
</div>
<div class="gototop js-top">
<a href="#" class="js-gotop"><i class="icon-arrow-up2"></i></a>
</div>
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</body>
</html>