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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>AgentBoard: An Analytical Evaluation Board of Multi-Turn LLM Agents</title>
<link rel="icon" href="static/img/icon/logo.png" type="image/icon type">
<link rel="stylesheet" href="static/css/leaderboard.css">
<link rel="stylesheet" href="static/css/main.css">
<link rel="stylesheet" href="static/css/nav.css">
<script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/chart.umd.min.js"></script>
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<body>
<div id="nav">
<div id="icon">
<!-- <img src="static/img/logo.png" id="nav-icon">-->
<!-- <a class="nav-button-main" href="index.html"-->
<!-- style="margin-left: 2px; font-size: 24px">Agent-Eval-->
<!-- </a>-->
</div>
<div>
<a class="nav-button" href="#home">
<img src="static/img/icon/home_icon.png" alt="Home">Home</a>
<a class="nav-button" href="static/leaderboard.html">
<img src="static/img/icon/leaderboard_icon.png" alt="Result">Result</a>
<a class="nav-button" href="static/explore.html">
<img src="static/img/icon/explore_icon.png" alt="Explore">Explore</a>
</div>
</div>
<!-- anchor for the home button -->
<div id="home" style="position: absolute; top: 0;"></div>
<!-- banner -->
<div id="title">
<div id="title-wrapper">
<h1 id="title-text"><img src="static/img/icon/logo.png" id="title-icon" alt="AgentBoard">1AgentBoard: An Analytical Evaluation Board of <br>
Multi-Turn LLM Agents<br>
(2024)
</h1>
</div>
<!-- <h1 id="title-padding-bottom"></h1>-->
</div>
<!-- the main body of the page -->
<div class="centered-nav">
<a class="nav-button" href="http://arxiv.org/abs/2401.13178">
<img src="static/img/icon/paper_icon.png" alt="Paper">Paper
</a>
<a class="nav-button" href="https://github.com/hkust-nlp/AgentBoard/blob/main" class="ext-link" target="_blank">
<img src="static/img/icon/code_icon.png" alt="Code">Code
</a>
<a class="nav-button" href="https://huggingface.co/datasets/hkust-nlp/agentboard" class="ext-link" target="_blank">
<img src="static/img/icon/data_icon.png" alt="Data">Data
</a>
</div>
<div class="main-body">
<div class="section">
<h2>About AgentBoard</h2>
<p style="line-height: 150%">
<b>AgentBoard</b> is a benchmark designed for multi-turn LLM agents, complemented by an analytical
evaluation board for detailed model assessment beyond final success rates.<br>
Main Performance of different LLMs across various environments are shown below, please check our <a
class="ext-link" href="static/leaderboard.html">Result</a> for more details.
</p>
</div>
</div>
<div class="section_panel">
<div class="text-center btn-group">
<div class="btn-group btn-switch task-filter-selector task-filter-selector-index" data-toggle="buttons">
<button type="button" class="btn btn-container" disabled>Filter by Task:</button>
<button type="button" class="btn btn-container active" id="filter-by-Avg">Avg</button>
<button type="button" class="btn btn-container" id="filter-by-Embodied">Embodied</button>
<button type="button" class="btn btn-container" id="filter-by-Game">Game</button>
<button type="button" class="btn btn-container" id="filter-by-Web">Web</button>
<button type="button" class="btn btn-container" id="filter-by-Tools">Tools</button>
</div>
<div class="btn-group btn-switch metric-filter-selector metric-filter-selector-index" data-toggle="buttons">
<button type="button" class="btn btn-container" disabled>Sort
by:
</button>
<button type="button" class="btn btn-container active"
id="sort-by-reward-score">
Progress Rate
</button>
<button type="button" class="btn btn-container"
id="sort-by-success-rate">
Success Rate
</button>
<button type="button" class="btn btn-container"
id="sort-by-grounding-acc">
Grounding Accuracy
</button>
</div>
</div>
<div style="display: flex; justify-content: center; width: 100%;">
<div class="chart-container" style="width: 750px; height: 640px">
<canvas id="chart-success-reward-rate" width="520" height="500"></canvas>
</div>
</div>
<!-- <div class="line-graph-container" style="flex: 1; min-width: 0;">-->
<!-- <canvas id="line-graph" width="500" height="520"></canvas>-->
<!-- </div>-->
</div>
<script src="static/javascript/main_results_show.js" type="module"></script>
<div class="main-body">
<div class="section">
<h2>Illustrative Overview</h2>
<p style="line-height: 150%">
<b>AgentBoard</b> consists of 9 diverse tasks and 1013 exemplary environments, covering a range from
embodied AI and game agents to web and tool agents.
Our environment provides <b>well-annotated subgoals</b> and <b>fine-grained interactions</b>. Furthermore,
it provides <b>detailed analyses</b> for agent evaluation, as shown below.
You may explore our dataset examples at <a class="ext-link" href="static/explore.html">Explore</a>, or check
our <a
class="ext-link" href="http://arxiv.org/abs/2401.13178" target="_blank">paper</a> for more details.
</p>
<div class="example-box">
<figure id="example-img">
<img src="static/img/Overview.png" alt="overview.png">
</figure>
</div>
</div>
<div class="section">
<div id="data" class="anchor"></div>
<h2>Data</h2>
<p>
Our data can be directly downloaded on <a class="ext-link"
href="https://huggingface.co/datasets/hkust-nlp/agentboard/tree/main"
target="_blank">Huggingface
datasets</a>. Please refer to our <a class="ext-link" href="https://github.com/hkust-nlp/AgentBoard?tab=readme-ov-file#6-data"
target="_blank">github
instructions</a> for how to read and use the data.
</p>
</div>
<div class="section">
<div id="citation" class="anchor"></div>
<h2>Citation</h2>
<!-- <p>-->
<!-- If the paper, codes, or the dataset inspires you, please cite us:-->
<!-- </p>-->
<pre class="bibtax">
@misc{ma2024agentboard,
title={AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents},
author={Chang Ma and Junlei Zhang and Zhihao Zhu and Cheng Yang and Yujiu Yang and Yaohui Jin and Zhenzhong Lan and Lingpeng Kong and Junxian He},
year={2024},
eprint={2401.13178},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
</pre>
</div>
<!-- Authors -->
<!-- Contact -->
<div class="section" id="contact">
<h2>Contact Us</h2>
<p>Have any questions about AgentBoard? Please contact us at <a href="mailto:[email protected]">[email protected]</a>
or create an issue on <a
href="https://github.com/hkust-nlp/AgentBoard" class="ext-link" target="_blank"> Github</a>.
For potential collaboration, please contact <a href="mailto:[email protected]">[email protected]</a>.
</p>
</div>
<!-- Affiliation -->
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<!-- <div class="profile">-->
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© 2024
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