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<!DOCTYPE html>
<html lang="en">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<meta name="description" content="EVOUNA">
<meta name="author" content="">
<title>NovelQA</title>
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integrity="sha384-mzrmE5qonljUremFsqc01SB46JvROS7bZs3IO2EmfFsd15uHvIt+Y8vEf7N7fWAU" crossorigin="anonymous">
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<h1 id="bird-title">
NovelQA
</h1>
<span class="subheading" id="caption">A Benchmark for Long-Range Novel Question Answering</span>
</div>
</div>
</div>
</div>
</div>
</div>
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<!-- Main Content -->
<div class="container" id="main">
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<div class="list-group">
<div class="list-group-item" id="introduction">
<h4>About NovelQA</h4>
<p>
<!-- This paper introduces ... This dataset utilizes ... -->
</p>
<div id="button-group">
<div class="button-row">
<a href="https://arxiv.org/abs/2403.12766" target="_blank"> <!--TODO: add link-->
<button type="button" class="btn btn-a">Paper</button>
</a>
</div>
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Code
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<style>
.scroll-container {
position: relative;
width: 100%;
max-height: 300px;
overflow-y: scroll;
}
/* Hide the scrollbar by default */
.scroll-container::-webkit-scrollbar {
width: 10px;
background: transparent;
}
/* Set the scrollbar thumb color */
.scroll-container::-webkit-scrollbar-thumb {
background-color: #FFFFFF;
border-radius: 5px;
}
/* Show the scrollbar when the mouse is hovering over the scroll container */
.scroll-container:hover::-webkit-scrollbar {
width: 10px;
}
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background-color: #555;
}
</style>
<div class="list-group-item" id="news">
<h4>News</h4>
<!--
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News
</div>
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<ul style="padding-left: 0;">
<li style="list-style-type: none;"><span style="background-color: #22A699; color: white; padding: 2px 4px; border-radius: 5px;"><strong style="color: #FFE7CE">Nov, 2023:</strong></span> Our paper *NovelQA* has been accepted for ...</li>
</li>
</ul>
</div>
</div>
</div> -->
</div>
<div class="list-group-item" id="illustration">
<h4>Data Description</h4>
<p>
Each data point in our dataset is represented as a dictionary with the following keys:
</p>
<pre id="eachcase">
[
{
"QID": the QID which remains unchanged for tracking updates (only happen if necessary),
"Aspect": the question classification in 'aspect', e.g., "times",
"Complexity": the question classification in complexity, e.g., "mh",
"Question": the input question,
"Options": {
"A": Option A,
"B": Option B,
"C": Option C (not applicable in several yes/no questions),
"D": Option D (not application in several yes/no questions)
},
},
...
]
</pre>
<p>
Here is an example of a data point:
</p>
<pre id="caseexample">
[
{
"QID": "Q0148",
"Aspect": "times",
"Complex": "mh",
"Question": "How many times has Robert written letters to his sister?",
"Options": {
"A": "11",
"B": "9",
"C": "12",
"D": "10"
},
},
...
]
</pre>
</div>
<div class="list-group-item" id="Contributers">
<h4>Contributors</h4>
<p>Cunxiang Wang*, Ruoxi Ning*, Boqi Pan, Tonghui Wu, Qipeng Guo, Cheng Deng, Guangsheng Bao, Qian Wang, and Yue Zhang</p>
</div>
<div class="list-group-item" id="Lisence">
<h4>License</h4>
<p>This dataset is released under the Apache-2.0 License.</p>
</div>
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<h4>Citation</h4>
<pre id="citation">
@misc{wang2024novelqa,
title={NovelQA: A Benchmark for Long-Range Novel Question Answering},
author={Cunxiang Wang and Ruoxi Ning and Boqi Pan and Tonghui Wu and Qipeng Guo and Cheng Deng and Guangsheng Bao and Qian Wang and Yue Zhang},
year={2024},
eprint={2403.12766},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
</pre>
</div>
</div>
</div>
<div class="col-lg-8">
<div class="card card-outline-secondary">
<div class="card-header">
Leaderboard - Generative Setting (All novels)
<span class="affiliation"></span><br><a href="" class="paperlink"></a>
</div>
<div class="card-body">
<table class="table">
<thead class="thead-light">
<tr>
<th scope="col" rowspan="1"></th>
<th scope="col" rowspan="1" class="align-middle text-center">Model</th>
<th scope="col" rowspan="1" class="align-middle text-center">Acc</th>
<th scope="col" rowspan="1" class="align-middle text-center">Context Window</th>
<th scope="col" rowspan="1" class="align-middle text-center">Text Input by</th>
<th scope="col" rowspan="2" class="align-middle text-center">Team</th>
</tr>
</thead>
<tbody>
<tr class="table-success">
<td scope="row" class="align-middle text-center"><br>
</td>
<td class="align-middle text-center">Human Performance<br>
</td>
<td class="align-middle text-center">90.00</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">🏆1<br>
</td>
<td class="align-middle text-center">claude-3-sonnet-20240229-v1:0<br>
</td>
<td class="align-middle text-center">53.66</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://claude.ai/">Claude</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">🥈2<br>
</td>
<td class="align-middle text-center">gpt-4-0125-preview<br>
</td>
<td class="align-middle text-center">46.88</td>
<td class="align-middle text-center">128K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://openai.com/">OpenAI</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">🥉3<br>
</td>
<td class="align-middle text-center">claude-v2:1<br>
</td>
<td class="align-middle text-center">46.04</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://claude.ai/">Claude</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">4<br>
</td>
<td class="align-middle text-center">InternLM-20b<br>
</td>
<td class="align-middle text-center">32.37</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://github.com/InternLM/InternLM">InternLM</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">5<br>
</td>
<td class="align-middle text-center">InternLM-7b<br>
</td>
<td class="align-middle text-center">30.90</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://github.com/InternLM/InternLM">InternLM</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">6<br>
</td>
<td class="align-middle text-center">-<br>
</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">7<br>
</td>
<td class="align-middle text-center">-<br>
</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="card card-outline-secondary">
<div class="card-header">
Leaderboard - MultiChoice Setting (All novels)
<span class="affiliation"></span><br><a href="" class="paperlink"></a>
</div>
<div class="card-body">
<table class="table">
<thead class="thead-light">
<tr>
<th scope="col" rowspan="1"></th>
<th scope="col" rowspan="1" class="align-middle text-center">Model</th>
<th scope="col" rowspan="1" class="align-middle text-center">Acc</th>
<th scope="col" rowspan="1" class="align-middle text-center">Context Window</th>
<th scope="col" rowspan="1" class="align-middle text-center">Text Input by</th>
<th scope="col" rowspan="2" class="align-middle text-center">Team</th>
</tr>
</thead>
<tbody>
<tr class="table-success">
<td scope="row" class="align-middle text-center"><br>
</td>
<td class="align-middle text-center">Human Performance<br>
</td>
<td class="align-middle text-center">97.00</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">🏆1<br>
</td>
<td class="align-middle text-center">gpt-4-0125-preview<br>
</td>
<td class="align-middle text-center">71.80</td>
<td class="align-middle text-center">128K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://openai.com/">OpenAI</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">🥈2<br>
</td>
<td class="align-middle text-center">claude-3-sonnet-20240229-v1:0<br>
</td>
<td class="align-middle text-center">71.11</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://claude.ai/">Claude</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">🥉3<br>
<td class="align-middle text-center">GPT-4 RAG Langchain<br>
</td>
<td class="align-middle text-center">67.89</td>
<td class="align-middle text-center">128K</td>
<td class="align-middle text-center">RAG Langchain</td>
<td class="align-middle text-center"><a href="https://www.cs.princeton.edu/~sayashk/">Sayash Kapoor</a> (sayashk@princeton.edu) and<br><a href="https://citp.princeton.edu/citp-people/benedikt-strobl/">Benedikt Ströbl</a> (stroebl@princeton.edu)</td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">4<br>
</td>
<td class="align-middle text-center">claude-v2:1<br>
</td>
<td class="align-middle text-center">66.84</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://claude.ai/">Claude</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">5<br>
</td>
<td class="align-middle text-center">GPT-3.5 RAG Langchain<br>
</td>
<td class="align-middle text-center">56.94</td>
<td class="align-middle text-center">128K</td>
<td class="align-middle text-center">RAG Langchain</td>
<td class="align-middle text-center"><a href="https://www.cs.princeton.edu/~sayashk/">Sayash Kapoor</a> (sayashk@princeton.edu) and<br><a href="https://citp.princeton.edu/citp-people/benedikt-strobl/">Benedikt Ströbl</a> (stroebl@princeton.edu)</td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">6<br>
</td>
<td class="align-middle text-center">InternLM-20b<br>
</td>
<td class="align-middle text-center">49.18</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://github.com/InternLM/InternLM">InternLM</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">7<br>
</td>
<td class="align-middle text-center">InternLM-7b<br>
</td>
<td class="align-middle text-center">43.51</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://github.com/InternLM/InternLM">InternLM</a></td>
</tr>
</tbody>
</table>
</div>
<div class="card-header">
Leaderboard - Generative Setting (Public domain novels)
<span class="affiliation"></span><br><a href="" class="paperlink"></a>
</div>
<div class="card-body">
<table class="table">
<thead class="thead-light">
<tr>
<th scope="col" rowspan="1"></th>
<th scope="col" rowspan="1" class="align-middle text-center">Model</th>
<th scope="col" rowspan="1" class="align-middle text-center">Acc</th>
<th scope="col" rowspan="1" class="align-middle text-center">Context Window</th>
<th scope="col" rowspan="1" class="align-middle text-center">Text Input by</th>
<th scope="col" rowspan="2" class="align-middle text-center">Team</th>
</tr>
</thead>
<tbody>
<tr class="table-success">
<td scope="row" class="align-middle text-center"><br>
</td>
<td class="align-middle text-center">Human Performance<br>
</td>
<td class="align-middle text-center">90.00</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">🏆1<br>
</td>
<td class="align-middle text-center">claude-3-sonnet-20240229-v1:0<br>
</td>
<td class="align-middle text-center">46.96</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://claude.ai/">Claude</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">🥈2<br>
</td>
<td class="align-middle text-center">gpt-4-0125-preview<br>
</td>
<td class="align-middle text-center">45.76</td>
<td class="align-middle text-center">128K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://openai.com/">OpenAI</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">🥉3<br>
</td>
<td class="align-middle text-center">claude-v2:1<br>
</td>
<td class="align-middle text-center">44.32</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://claude.ai/">Claude</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">4<br>
</td>
<td class="align-middle text-center">InternLM-20b<br>
</td>
<td class="align-middle text-center">30.04</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://github.com/InternLM/InternLM">InternLM</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">5<br>
</td>
<td class="align-middle text-center">InternLM-7b<br>
</td>
<td class="align-middle text-center">28.07</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://github.com/InternLM/InternLM">InternLM</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">6<br>
</td>
<td class="align-middle text-center">-<br>
</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">7<br>
</td>
<td class="align-middle text-center">-<br>
</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="card card-outline-secondary">
<div class="card-header">
Leaderboard - MultiChoice Setting (Public domain novels)
<span class="affiliation"></span><br><a href="" class="paperlink"></a>
</div>
<div class="card-body">
<table class="table">
<thead class="thead-light">
<tr>
<th scope="col" rowspan="1"></th>
<th scope="col" rowspan="1" class="align-middle text-center">Model</th>
<th scope="col" rowspan="1" class="align-middle text-center">Acc</th>
<th scope="col" rowspan="1" class="align-middle text-center">Context Window</th>
<th scope="col" rowspan="1" class="align-middle text-center">Text Input by</th>
<th scope="col" rowspan="2" class="align-middle text-center">Team</th>
</tr>
</thead>
<tbody>
<tr class="table-success">
<td scope="row" class="align-middle text-center"><br>
</td>
<td class="align-middle text-center">Human Performance<br>
</td>
<td class="align-middle text-center">97.00</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
<td class="align-middle text-center">-</td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">🏆1<br>
</td>
<td class="align-middle text-center">gpt-4-0125-preview<br>
</td>
<td class="align-middle text-center">70.44</td>
<td class="align-middle text-center">128K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://openai.com/">OpenAI</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">🥈2<br>
</td>
<td class="align-middle text-center">claude-3-sonnet-20240229-v1:0<br>
</td>
<td class="align-middle text-center">67.15</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://claude.ai/">Claude</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">🥉3<br>
</td>
<td class="align-middle text-center">claude-v2:1<br>
</td>
<td class="align-middle text-center">65.92</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://claude.ai/">Claude</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">4<br>
</td>
<td class="align-middle text-center">InternLM-20b<br>
</td>
<td class="align-middle text-center">45.87</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://github.com/InternLM/InternLM">InternLM</a></td>
</tr>
<tr>
<td scope="row" class="align-middle text-center">7<br>
</td>
<td class="align-middle text-center">InternLM-7b<br>
</td>
<td class="align-middle text-center">40.89</td>
<td class="align-middle text-center">200K</td>
<td class="align-middle text-center">Long-context</td>
<td class="align-middle text-center"><a href="https://github.com/InternLM/InternLM">InternLM</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
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