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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>SWE-bench</title>
<meta
name="description"
content="SWE-bench: Evaluate Language Models on Open Source Software Tasks"
/>
<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"
/>
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<link rel="shortcut icon" href="favicon.ico" type="image/x-icon" />
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integrity="..."
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</head>
<body>
<div style="padding-bottom: 50px">
<section style="background-color: var(--dark_accent_color)">
<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">SWE-bench</h1>
<img
src="img/swellama.png"
style="height: 100px; padding-top: 0em; padding-left: 0.5em"
/>
</div>
<h3>Can Language Models Resolve Real-World GitHub Issues?</h3>
<h3 style="font-size: 20px; padding-top: 1.2em">ICLR 2024</h3>
<p style="text-align: center;margin-top:1em;">
Carlos E. Jimenez*, John Yang*, <br />
Alexander Wettig, Shunyu Yao, Kexin Pei, <br />
Ofir Press, Karthik Narasimhan
</p>
<div class="content-wrapper" style="margin-top: 2em">
<a href="https://arxiv.org/abs/2310.06770">
<button class="outline">
<i class="fa fa-paperclip"></i> Paper
</button>
</a>
<a href="https://github.com/princeton-nlp/SWE-bench">
<button class="outline">
<i class="fab fa-github"></i> Code
</button>
</a>
<a href="submit.html">
<button class="outline">
<i class="fa fa-upload"></i> Submit
</button>
</a>
<a href="viewer.html">
<button class="outline">
<i class="fa fa-chart-simple"></i> Analysis
</button>
</a>
</div>
</div>
</section>
<section class="main-container">
<div class="content-wrapper" style="margin-top: 1em; display: flex; justify-content: center; align-items: center;">
<a href="multimodal.html">
<button
class="outline mmteaser"
style="flex-direction: row; display: flex; justify-content: center; align-items: center; width: 15em;">
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src="img/swellamamm.png"
style="height: 1.3em; margin-right: 0.4em; margin-bottom: 0.3em;" />
SWE-bench Multimodal
</button>
</a>
</div>
<div class="content-wrapper" style="display: flex; justify-content: center; align-items: center;">
<div class="content-box">
<h2 class="text-title">News</h2>
<p style="margin-bottom: 0.5em">
📣 [10/2024] Introducing <b>SWE-bench Multimodal</b>! Can AI systems "see" bugs and fix them? 👀 💻
[<a style="color:#0ca7ff" href="multimodal.html">Link</a>]
</p>
<p style="margin-bottom: 0.5em">
📣 [08/2024] SWE-bench x OpenAI = <b>SWE-bench Verified</b>, a human-validated subset of
500 problems reviewed by software engineers!
[<a style="color:#0ca7ff" href="https://openai.com/index/introducing-swe-bench-verified/">Report</a>]
</p>
<p style="margin-bottom: 0.5em">
📣 [06/2024] We've <b>Docker</b>-ized SWE-bench for easier, containerized, reproducible evaluation.
[<a style="color:#0ca7ff" href="https://github.com/princeton-nlp/SWE-bench/tree/main/docs/20240627_docker">Report</a>]
</p>
<p style="margin-bottom: 0.5em">
📣 [03/2024] Check out our latest work, <b>SWE-agent</b>, which achieves a 12.47% resolve rate on SWE-bench!
[<a href="https://github.com/princeton-nlp/SWE-agent" class="light-blue-link" target="_blank" rel="noopener noreferrer">Link</a>]
</p>
<p style="margin-bottom: 0.5em">
📣 [03/2024] We've released <b>SWE-bench Lite</b>! Running all of SWE-bench can take time. This subset makes it easier!
[<a style="color:#0ca7ff" href="lite.html">Report</a>]
</p>
</div>
</div>
<div class="content-wrapper">
<div class="content-box leaderboard">
<h2 class="text-title">Leaderboard</h2>
<ul class="tab">
<li><button id="tab-lite" class="tablinks" data-leaderboard="Lite">Lite</button></li>
<li><button id="tab-verified" class="tablinks" data-leaderboard="Verified">Verified</button></li>
<li><button id="tab-test" class="tablinks" data-leaderboard="Test">Full</button></li>
</ul>
<div class="tabcontent" style="display: block" id="leaderboard-Test">
<table class="table scrollable">
<thead>
<tr>
<th><div class="sticky-header-content">Model</div></th>
<th><div class="sticky-header-content">% Resolved</div></th>
<th><div class="sticky-header-content">Org</div></th>
<th><div class="sticky-header-content">Date</div></th>
<th><div class="sticky-header-content">Logs</div></th>
<th><div class="sticky-header-content">Trajs</div></th>
<th><div class="sticky-header-content">Site</div></th>
</tr>
</thead>
<tbody>
<tr>
<td>
<p class="model-type">
🥇
🤠
✅
OpenHands + CodeAct v2.1 (claude-3-5-sonnet-20241022)
</p>
</td>
<td><p class="number">29.38</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/169105795?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-11-03</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://docs.all-hands.dev/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🥈
🤠
AutoCodeRover-v2.0 (Claude-3.5-Sonnet-20241022)
</p>
</td>
<td><p class="number">24.89</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://github.com/AutoCodeRoverSG/autocoderoversg.github.io/blob/main/img/logo_small.png?raw=true" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-11-21</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://www.autocoderover.net/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🥉
Honeycomb
</p>
</td>
<td><p class="number">22.06</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://pbs.twimg.com/profile_images/1826351945021636608/eQgGBRKw_400x400.jpg" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-08-20</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://honeycomb.sh/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
Amazon Q Developer Agent (v20240719-dev)
</p>
</td>
<td><p class="number">19.75</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://upload.wikimedia.org/wikipedia/commons/thumb/9/93/Amazon_Web_Services_Logo.svg/2560px-Amazon_Web_Services_Logo.svg.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-07-21</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://aws.amazon.com/q/developer/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
Factory Code Droid
</p>
</td>
<td><p class="number">19.27</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://pbs.twimg.com/profile_images/1768168785733980160/a4hWTSfN_400x400.jpg" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-06-17</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://www.factory.ai/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
AutoCodeRover (v20240620) + GPT 4o (2024-05-13)
</p>
</td>
<td><p class="number">18.83</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/100131783?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-06-28</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://autocoderover.dev/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
SWE-agent + Claude 3.5 Sonnet
</p>
</td>
<td><p class="number">18.13</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/166046056?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-06-20</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;">
-
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
AppMap Navie + GPT 4o (2024-05-13)
</p>
</td>
<td><p class="number">14.60</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://pbs.twimg.com/profile_images/1393240555191160833/q5OUpB3Q_400x400.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-06-15</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://appmap.io/navie">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
Amazon Q Developer Agent (v20240430-dev)
</p>
</td>
<td><p class="number">13.82</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://upload.wikimedia.org/wikipedia/commons/thumb/9/93/Amazon_Web_Services_Logo.svg/2560px-Amazon_Web_Services_Logo.svg.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-05-09</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://aws.amazon.com/q/developer/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
SWE-agent + GPT 4 (1106)
</p>
</td>
<td><p class="number">12.47</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/166046056?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-04-02</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 (2024-05-13)
</p>
</td>
<td><p class="number">11.99</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/166046056?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-07-28</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 3 Opus
</p>
</td>
<td><p class="number">10.51</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/166046056?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-04-02</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;">
-
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
RAG + Claude 3 Opus
</p>
</td>
<td><p class="number">3.79</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/139597579?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-04-02</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/tree/main/swebench/inference">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
RAG + Claude 2
</p>
</td>
<td><p class="number">1.96</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/139597579?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2023-10-10</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;">
-
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
RAG + GPT 4 (1106)
</p>
</td>
<td><p class="number">1.31</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/139597579?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-04-02</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;">
-
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
RAG + SWE-Llama 13B
</p>
</td>
<td><p class="number">0.70</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/139597579?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2023-10-10</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;">
-
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
RAG + SWE-Llama 7B
</p>
</td>
<td><p class="number">0.70</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/139597579?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2023-10-10</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;">
-
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠
✅
RAG + ChatGPT 3.5
</p>
</td>
<td><p class="number">0.17</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/139597579?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2023-10-10</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;">
-
</p>
</td>
</tr>
</tbody>
</table>
</div>
<div class="tabcontent" style="display: block" id="leaderboard-Verified">
<table class="table scrollable">
<thead>
<tr>
<th><div class="sticky-header-content">Model</div></th>
<th><div class="sticky-header-content">% Resolved</div></th>
<th><div class="sticky-header-content">Org</div></th>
<th><div class="sticky-header-content">Date</div></th>
<th><div class="sticky-header-content">Logs</div></th>
<th><div class="sticky-header-content">Trajs</div></th>
<th><div class="sticky-header-content">Site</div></th>
</tr>
</thead>
<tbody>
<tr style="background-color: #82CEFA;">
<td>
<p class="model-type">
🆕
🥇
Blackbox AI Agent
</p>
</td>
<td><p class="number">62.80</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
-
</p>
</td>
<td><p><span class="label-date">2025-01-10</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://www.blackbox.ai/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🥈
🤠
CodeStory Midwit Agent + swe-search
</p>
</td>
<td><p class="number">62.20</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
-
</p>
</td>
<td><p><span class="label-date">2024-12-21</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://aide.dev/">🔗</a>
</p>
</td>
</tr>
<tr style="background-color: #82CEFA;">
<td>
<p class="model-type">
🆕
🥉
Learn-by-interact
</p>
</td>
<td><p class="number">60.20</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://drive.google.com/file/d/1GfSiVuJq6wEoz-6Z-GyYkJPcf42iE9hG/view?usp=sharing" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2025-01-10</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/hongjin-su/hongjin-su.github.io/blob/main/learn_by_interact.pdf">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
devlo
</p>
</td>
<td><p class="number">58.20</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://devlo.ai/static/media/devlo.ef99a045eba5ea0bcada.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-12-13</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://devlo.ai">🔗</a>
</p>
</td>
</tr>
<tr>