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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<title>SeaEval Benchmark</title>
<meta name="description" content="test">
<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">
<link rel="shortcut icon" href="favicon.ico" type="image/x-icon">
<link rel="icon" href="figures/favicon.png" type="image/x-icon">
<link rel="stylesheet" href="./bower_components/bootstrap/dist/css/bootstrap.min.css">
<link rel="stylesheet" href="./stylesheets/layout.css">
<link rel="stylesheet" href="./stylesheets/index.css">
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<script async defer src="https://buttons.github.io/buttons.js"></script>
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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="index.html">SeaEval Multilingual LLM Benchmark</a>
</div>
</div>
</div>
</div>
<div class="cover" id="topCover">
<div class="container">
<div class="row">
<div class="col-md-12">
<h1 id="appTitle" style="color:#ffffff;font-size:70px;"><b>SeaEval</b>
</h1>
<h2 id="appSubtitle" style="color:#ffffff;font-size:30px;">A Comprehensive Multilingual and Cross-Lingual Evaluation of LLMs<br/>
</h2>
<h2 id="appSubtitle" style="color:#ffffff;font-size:20px;"> -- English & 中文 & Bahasa Indonesia & Español & Tiếng Việt & Bahasa Melayu & Wikang Filipino -- <br/>
</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>Leaderboard</h2></div>
<p>
<a class="btn actionBtn" href="https://huggingface.co/spaces/SeaEval/SeaEval_Leaderboard">Huggingface Leaderboard</a>
</p>
<div class="infoHeadline"><h2>Datasets</h2></div>
<p>
All datasets are accessible on <a href="https://huggingface.co/datasets/SeaEval/SeaEval_datasets">Huggingface</a>.
</p>
<div class="infoHeadline"><h2>Paper</h2></div>
<p>
The paper is available on <a href="https://arxiv.org/abs/2309.04766">ArXiv</a>.
</p>
<div class="infoHeadline"><h2>Evaluation Script</h2></div>
<p>
Evaluation scripts for your model are readily accessible. <a href="https://github.com/SeaEval/SeaEval">Try Now!</a>
<br>
<a class="github-button" href="https://github.com/SeaEval/SeaEval" data-icon="octicon-star" data-show-count="true" >Star</a>
</p>
<div class="infoHeadline"><h2>Want your model on board?</h2></div>
<p>
Please send us a brief description of your model (e.g., paper link) and model outputs to <a>seaeval_help@googlegroups.com</a>.
</p>
<div class="infoHeadline"><h2>Questions</h2>
</div>
<p>
If you have any questions, feel free to leave us a message on GitHub or email us at <a>seaeval_help@googlegroups.com</a>.
</p>
<div class="infoHeadline"><h2>Core Contributors</h2>
</div>
<p>
<a href="https://binwang.xyz/" style="color:#343434;">Bin Wang</a> <br>
<a href="https://scholar.google.com.sg/citations?user=tqzidGsAAAAJ&hl=en" style="color:#343434;">Zhengyuan Liu</a> <br>
<a href="https://scholar.google.com/citations?user=bP80lNUAAAAJ&hl=en" style="color:#343434;">Xin Huang</a> <br>
<a href="http://jiaofangkai.com/" style="color:#343434;">Fangkai Jiao</a> <br>
<a href="https://www.a-star.edu.sg/i2r/" style="color:#343434;">Yang Ding</a> <br>
<a href="https://scholar.google.com/citations?user=kNsaEYMAAAAJ&hl=en" style="color:#343434;">Ai Ti Aw</a> <br>
<a href="https://sites.google.com/site/nancyfchen/home" style="color:#343434;">Nancy F. Chen</a> <br>
</p>
<div class="infoHeadline"><h2>Linguistic Resource Team</h2>
</div>
<p>
<a href="https://www.linkedin.com/in/sitiumairahms" style="color:#343434;">Siti Umairah Md Salleh</a> <br>
<a href="https://www.linkedin.com/in/siti-mariah-binte-ahmad-4284741bb" style="color:#343434;">Siti Maryam Binte Ahmad</a> <br>
<a href="https://www.linkedin.com/in/nabilahjohan/?originalSubdomain=sg" style="color:#343434;">Nabilah Binte Md Johan</a> <br>
<a href="https://lingy12.github.io/lgy-web" style="color:#343434;">Geyu Lin</a> <br>
<a href="https://www.linkedin.com/in/xunlong-zou-634765117/" style="color:#343434;">Xunlong Zou</a> <br>
<a href="https://www.linkedin.com/in/wiwik-karlina-85a38b63/" style="color:#343434;">Wiwik Karlina</a> <br>
<a href="https://dxlong2000.github.io/" style="color:#343434;">Xuan Long Do</a> <br>
<a href="https://www.linkedin.com/in/fabian-ritter-gutierrez-9ab4317a/" style="color:#343434;">Fabian Ritter Gutierrez</a> <br>
<a href="https://ajsanjoaquin.github.io/" style="color:#343434;">Ayrton San Joaquin</a> <br>
</p>
</div>
</div>
</div>
<div class="col-md-8">
<div class="infoCard">
<div class="infoBody">
<div class="infoHeadline"><h2>Recent Updates!</h2></div>
<p>
<b>Nov. 2023</b>: We released a new cultural understanding dataset for the Philipines!
</p>
<p>
<b>Nov. 2023</b>: Test results on hiddent test set are available!
</p>
<p>
<b>Nov. 2023</b>: Cross-Lingual datasets are now supporting 7 languages!
</p>
<p>
English, Chinese, Indonesian, Spanish, Vietnamese, Malay and Filipino!
</p>
<p>
<b>Nov. 2023</b>: We launch this benchmark website! Want your model to be included? Let us know!
</p>
<p>
<b>Sep. 2023</b>: The first version of our paper is on <a href="https://arxiv.org/abs/2309.04766">ArXiv</a>. Check it out!
</p>
</div>
</div>
</div>
<div class="col-md-8">
<div class="infoCard">
<div class="infoBody">
<div class="infoHeadline"><h2>What is SeaEval?</h2></div>
<p style="text-align:center;">
<img src="figures/seaeval_overall.png" class="center" alt="Trulli" style="width:50%">
</p>
<p>
<br>
<strong>A new benchmark for multilingual foundation models consisting of 28 dataset.</strong>
<ul>
<li>How models understand and reason with natural language?</li>
<ul>
<li><strong>Languages:</strong> English, Chinese, Malay, Spainish, Indonedian, Vietnamese, Filipino.</li>
</ul>
<li>How models comprehend cultural practices, nuances and values?</li>
<ul>
<li> 4 new datasets on <a href="https://huggingface.co/datasets/SeaEval/SeaEval_datasets">Cultural Understanding</a>.</li>
</ul>
<li>How models perform across languages in terms of consistency?</li>
<ul>
<li>2 new datasets with curated metrics for <a href="https://huggingface.co/datasets/SeaEval/SeaEval_datasets">Cross-Linugal Consistency</a>.</li>
</ul>
</ul>
<br>
</p>
<p style="text-align:center;">
<img src="figures/consistency.png" class="center" alt="Trulli" style="width:50%">
</p>
<p>
<br>
<strong> Evaluation with enhanced cross-lingual capabilities. </strong>
<ul>
<li>How models perform according to different (paraphrased) instructions?</li>
<ul>
<li>Each dataset is equipped with 5 different prompts to avoid randomness introduced by instructions, which is non-negligible.</li>
</ul>
<li>Multilingual accuracy and performance consistency across languages.</li>
<ul>
<li>If you can answer the question in your native language, can you answer the same question correctly in your second/third language?</li>
</ul>
</ul>
</p>
<div class="infoHeadline"><h2>Citations</h2></div>
<!-- Paper 1 -->
<strong>SeaEval Paper <a href="BibTex.txt">BibTex</a> </strong>
<br>
<small>
@article{SeaEval2023,
<br>
title={SeaEval for Multilingual Foundation Models: From Cross-Lingual Alignment to Cultural Reasoning},
<br>
author={Wang, Bin and Liu, Zhengyuan and Huang, Xin and Jiao, Fangkai and Ding, Yang and Aw, Ai Ti and Chen, Nancy F},
<br>
journal={NAACL},
<br>
year={2024}
<br>
}
</small>
<br>
</div>
</div>
</div>
</div>
</div>
</div>
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<div class="container clearfix">
<div class="rightNav">
<div>
<ul class="nav navbar-nav navbar-right">
</ul>
</div>
</div>
</div>
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<script src="bower_components/jquery/dist/jquery.min.js"></script>
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</html>