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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>SWE-bench</title>
<meta
name="description"
content="SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?"
/>
<meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1" />
<meta
name="viewport"
content="width=device-width, initial-scale=1, maximum-scale=1, user-scalable=no"
/>
<meta property="og:image" content="/logo.png" />
<link rel="shortcut icon" href="favicon_mm.ico" type="image/x-icon" />
<link rel="icon" href="favicon_mm.ico" type="image/x-icon" />
<link rel="stylesheet" href="css/normalize.css" />
<link rel="stylesheet" href="css/fonts.css" />
<link rel="stylesheet" href="css/styles.css" />
<link
rel="stylesheet"
href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.2.0/css/all.min.css"
integrity="..."
crossorigin="anonymous"
/>
<!-- Google tag (gtag.js) -->
<script
async
src="https://www.googletagmanager.com/gtag/js?id=G-H9XFCMDPNS"
></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag() {
dataLayer.push(arguments);
}
gtag("js", new Date());
gtag("config", "G-H9XFCMDPNS");
</script>
</head>
<body>
<div style="padding-bottom: 50px">
<section style="
background:
radial-gradient(circle at 20% 30%, rgba(255, 99, 71, 1), transparent 40%),
radial-gradient(circle at 80% 40%, rgba(0, 255, 127, 1), transparent 40%),
radial-gradient(circle at 20% 70%, rgba(70, 130, 180, 1), transparent 40%),
radial-gradient(circle at 70% 90%, rgba(255, 165, 0, 0.8), transparent 40%),
radial-gradient(circle at 50% 50%, rgba(138, 43, 226, 0.8), transparent 40%);
background-blend-mode: screen;
">
<div
class="content-wrapper title-wrapper"
style="flex-direction: column"
>
<div
style="
display: flex;
flex-direction: row;
align-items: center;
padding-bottom: 15px;
"
>
<h1 style="font-size: 60px; padding-top: 0.4em; color: #2F4F4F;">SWE-bench Multimodal</h1>
<img
src="img/swellamamm.png"
style="height: 100px; padding-top: 0em; padding-left: 0.5em"
/>
</div>
<h3 style="color: #2F4F4F;">Do AI Systems Generalize to Visual Software Domains?</h3>
<p style="text-align: center;margin-top:1em; color: #2F4F4F;">
John Yang*, Carlos E. Jimenez*,<br />
Alex L. Zhang, Kilian Lieret, Joyce Yang, Xindi Wu, Ori Press, Niklas Muennighoff,<br />
Gabriel Synnaeve, Karthik Narasimhan, Diyi Yang, Sida I. Wang, Ofir Press
</p>
<div class="content-wrapper" style="margin-top: 2em;">
<a href="index.html">
<button
class="outline multimodal"
style="flex-direction: row; display: flex; justify-content: center; align-items: center;">
<img
src="img/swellama.png"
style="height: 1.3em; margin-right: 0.4em; margin-bottom: 0.3em;" />
Home
</button>
</a>
<a href="https://arxiv.org/abs/2410.03859">
<button class="outline multimodal">
<i class="fa fa-paperclip"></i> Paper
</button>
</a>
<a href="https://huggingface.co/datasets/princeton-nlp/SWE-bench_Multimodal">
<button class="outline multimodal">
<i class="fa fa-database"></i> Dataset
</button>
</a>
</div>
</div>
</section>
<section class="main-container">
<div class="content-wrapper">
<div class="content-box">
<h2 class="text-title">About</h2>
<img src="img/teaser_mm.png" style="width:80%;margin:auto;display:block;"/>
<p class="text-content">
SWE-bench Multimodal is a dataset for evaluating AI systems on visual software engineering tasks.
It contains 619 task instances from 17 popular JavaScript repositories, each featuring images crucial to problem-solving.
The dataset covers a range of challenges including UI glitches, map rendering problems, or data visualization bugs.
SWE-bench Multimodal challenges AI systems to tackle the diverse, multimodal nature of modern software development.
</p class="text-content">
<h3 class="text-title" style="margin-bottom:0.5em">Citation</h3>
<pre id="citation" style="border-color: #2F4F4F;"><code>@misc{yang2024swebenchmultimodalaisystems,
title={SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?},
author={John Yang and Carlos E. Jimenez and Alex L. Zhang and Kilian Lieret and Joyce Yang and Xindi Wu and Ori Press and Niklas Muennighoff and Gabriel Synnaeve and Karthik R. Narasimhan and Diyi Yang and Sida I. Wang and Ofir Press},
year={2024},
eprint={2410.03859},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2410.03859},
}</code></pre>
<p class="text-content" style="margin-bottom: 0;">
<b>Disclaimer:</b> SWE-bench Multimodal is for research purposes only. Models
trained and evaluated on SWE-bench Multimodal can produce unexpected results.
We are not responsible for any damages caused by the use of
SWE-bench Multimodal, including but not limited to, any loss of profit, data,
or use of data.
<p style="line-height: 1.6667em;">
<b>Usage:</b> If you would like to use this website template for your
own leaderboard, please send Carlos & John an email requesting permission.
If granted, please make sure to acknowledge the SWE-bench team and link to
this leaderboard on the home page of the website.
</p>
<p class="text-content">
Correspondence to: <a href="mailto:carlosej@princeton.edu">carlosej@princeton.edu</a>,
<a href="mailto:jy1682@princeton.edu">johnby@stanford.edu</a>
</p>
<div class="content-wrapper" style="display: flex; flex-direction: row; margin-top: 0.5em;">
<a href="https://www.cs.stanford.edu/">
<img src="img/stanford_seal.png" style="height: 3em;padding-top:0.5em;padding-right: 1em" />
</a>
<a href="https://princeton-nlp.github.io/">
<img src="img/princeton_seal.svg" style="height: 3em;padding-top:0.5em;padding-right: 1em" />
</a>
<a href="https://pli.princeton.edu/">
<img src="img/pli_logo.svg" style="height: 3em;padding-top:0.5em;padding-right: 1em" />
</a>
<a href="https://www.cs.cornell.edu/">
<img src="img/cornell_seal.png" style="height: 3em;padding-top:0.5em;padding-right: 1em" />
</a>
<a href="https://uni-tuebingen.de/en/faculties/faculty-of-science/departments/computer-science/department/">
<img src="img/tubingen_logo.png" style="height: 2.5em;padding-top:0.5em;padding-right: 1em" />
</a>
</div>
</div>
</div>
<div class="content-wrapper">
<div class="content-box">
<h2 class="text-title">Leaderboard</h2>
<div class="tabcontent" style="display: block" id="leaderboard-multimodal">
<table class="table scrollable" style="border-color: #2F4F4F;">
<thead>
<tr>
<th><div class="sticky-header-content" style="border-color: #2F4F4F;">Model</div></th>
<th><div class="sticky-header-content" style="border-color: #2F4F4F;">% Resolved</div></th>
<th><div class="sticky-header-content" style="border-color: #2F4F4F;">Date</div></th>
<th><div class="sticky-header-content" style="border-color: #2F4F4F;">Logs</div></th>
<th><div class="sticky-header-content" style="border-color: #2F4F4F;">Trajs</div></th>
<th><div class="sticky-header-content" style="border-color: #2F4F4F;">Site</div></th>
</tr>
</thead>
<tbody>
<tr>
<td>
<p class="model-type">
🥇
🤠
✅
SWE-agent Multimodal + GPT 4o (2024-08-06)
</p>
</td>
<td><p class="number">12.20</p></td>
<td><p><span class="label-date">2024-10-06</span></p></td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/princeton-nlp/SWE-agent">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🥈
🤠
✅
SWE-agent + Claude Sonnet 3.5
</p>
</td>
<td><p class="number">12.20</p></td>
<td><p><span class="label-date">2024-10-06</span></p></td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/princeton-nlp/SWE-agent">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🥉
🤠
✅
SWE-agent + GPT 4o (2024-08-06)
</p>
</td>
<td><p class="number">12.00</p></td>
<td><p><span class="label-date">2024-10-06</span></p></td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/princeton-nlp/SWE-agent">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
SWE-agent JavaScript + Claude Sonnet 3.5
</p>
</td>
<td><p class="number">12.00</p></td>
<td><p><span class="label-date">2024-10-06</span></p></td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/princeton-nlp/SWE-agent">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
SWE-agent Multimodal + Claude 3.5 Sonnet
</p>
</td>
<td><p class="number">11.40</p></td>
<td><p><span class="label-date">2024-10-06</span></p></td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/princeton-nlp/SWE-agent">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
SWE-agent JavaScript + GPT 4o (2024-08-06)
</p>
</td>
<td><p class="number">9.20</p></td>
<td><p><span class="label-date">2024-10-06</span></p></td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/princeton-nlp/SWE-agent">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
Agentless + Claude 3.5 Sonnet
</p>
</td>
<td><p class="number">6.20</p></td>
<td><p><span class="label-date">2024-10-06</span></p></td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/OpenAutoCoder/Agentless">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
RAG + GPT 4o (2024-08-06)
</p>
</td>
<td><p class="number">6.00</p></td>
<td><p><span class="label-date">2024-10-06</span></p></td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/princeton-nlp/SWE-bench">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
RAG + Claude 3.5 Sonnet
</p>
</td>
<td><p class="number">5.00</p></td>
<td><p><span class="label-date">2024-10-06</span></p></td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/princeton-nlp/SWE-bench">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
Agentless + GPT 4o (2024-08-06)
</p>
</td>
<td><p class="number">3.10</p></td>
<td><p><span class="label-date">2024-10-06</span></p></td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
-
</p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/OpenAutoCoder/Agentless">🔗</a>
</p>
</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</section>
</div>
</body>
</html>