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<!doctype html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<title>Humanity's Last Code Exam</title>
<!-- ======== Fonts & Icons ======== -->
<link rel="preconnect" href="https://fonts.googleapis.com" />
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin />
<link href="https://fonts.googleapis.com/css2?family=JetBrains+Mono:wght@100;400&display=swap" rel="stylesheet" />
<link rel="icon" href="figs/edited_1747725897.png" />
<!-- ======== Libraries ======== -->
<script src="https://cdnjs.cloudflare.com/ajax/libs/PapaParse/5.3.0/papaparse.min.js"></script>
<script src="https://cdn.jsdelivr.net/npm/echarts@5.3.3/dist/echarts.min.js"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0/dist/css/bootstrap.min.css" />
<link href="https://cdn.jsdelivr.net/npm/prismjs@v1.x/themes/prism.css" rel="stylesheet" />
<script src="https://cdn.jsdelivr.net/npm/prismjs@v1.x/components/prism-core.min.js"></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@v1.x/plugins/autoloader/prism-autoloader.min.js"></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs-bibtex@2.1.0/prism-bibtex.min.js"></script>
<!-- ======== Styles ======== -->
<style>
body {
font-family: "JetBrains Mono", monospace;
background-color: #ffffff;
color: #000000;
}
#content {
width: 50%;
}
th,
td {
text-align: left;
}
th {
background-color: #f2f2f2;
cursor: pointer;
user-select: none;
font-weight: 800;
font-size: 1.1em;
}
tbody tr {
transition: background-color 0.2s ease;
}
tbody tr:hover {
background-color: #e9f6ff;
}
#notes {
font-size: 1.1em;
}
#notes h3 {
margin-top: 2em;
margin-bottom: 1em;
font-size: 2em;
text-align: center;
}
#notes li {
font-size: 1.2em;
font-weight: 300;
margin: 1em;
}
.form-select {
font-size: 1em;
}
@media screen and (max-width: 1400px) {
body {
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}
#content {
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h1 {
font-size: 2em;
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font-size: 1.6em;
}
h3 {
font-size: 1.2em;
}
table {
font-size: small;
}
}
/* ---------- Author & Affiliation ---------- */
.paper-meta {
font-size: 1.05rem; /* 默认字号（≈17 px） */
line-height: 1.4;
}
.author-line span,
.affil-line span {
white-space: nowrap; /* 避免名字/单位被拆行 */
}
.author-line sup,
.affil-line sup {
font-size: 0.65em; /* 上标略小 */
vertical-align: super;
}
.author-line { font-weight: 600; } /* 姓名稍加粗 */
.affil-line { font-weight: 400; }
@media (min-width: 1400px) { /* 超宽屏略放大 */
.paper-meta { font-size: 1.15rem; }
}
@media (max-width: 768px) { /* 移动端自适应缩放 */
.paper-meta { font-size: 3.5vw; }
.author-line,
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}
</style>
</head>
<body>
<div id="content" class="container-fluid d-flex flex-column align-items-center gap-3 py-5 mt-3">
<h1 class="d-flex align-items-center gap-2 flex-wrap justify-content-center">
<img src="figs/edited_1747725897.png" alt="HLCE Logo" style="height:40px;" />
<span>HLCE: Humanity's Last Code Exam</span>
</h1>
<h3 class="fw-light text-nowrap">
<small id="warning">Can Advanced LLMs Conquer Human's Hardest Code Competition?<br /></small>
</h3>
<div class="paper-meta text-center my-3">
<!-- 作者行 -->
<div class="author-line">
<span>Xiangyang Li<sup>*</sup></span>,
<span>Xiaopeng Li<sup>*</sup></span>,
<span>Kuicai Dong<sup></sup></span>,
<span>Quanhu Zhang<sup></sup></span>,
<span>Rongju Ruan<sup></sup></span>,
<span>Xinyi Dai<sup></sup></span>,
<span>Yasheng Wang<sup></sup></span>,
<span>Ruiming Tang<sup></sup></span>
</div>
<!-- 单位行 -->
<div class="affil-line text-muted mt-1">
<span><sup></sup> Huawei Noah's Ark Lab</span>
</div>
</div>
<div class="d-flex flex-row justify-content-center gap-3">
<a href="https://github.com/Humanity-s-Last-Code-Exam/HLCE">
<img src="https://img.shields.io/badge/GitHub-Repo-181717.svg?style=for-the-badge&logo=github&logoColor=white"
alt="github" class="img-fluid" />
</a>
<a href="">
<img src="https://img.shields.io/badge/Paper-ArXiv'25-a55fed.svg?style=for-the-badge" alt="paper" class="img-fluid" />
</a>
<a href="https://huggingface.co/spaces/YourUsername/YourProject">
<img src="https://img.shields.io/badge/Hugging Face-🤗-FFD21E.svg?style=for-the-badge"
alt="huggingface" class="img-fluid" />
</a>
</div>
<div id="notes">
<h3> News </h3>
<div class="inline-block mt-3">
<p>📢 25‑Jun‑1: We are excited to release HLCE. Checkout <a href="https://github.com/Humanity-s-Last-Code-Exam/HLCE">🌏 GitHub</a> and <a href="">🤗 HuggingFace</a>!</p>
</div>
<h3> Introduction </h3>
<div id="notes">
HLCE is a challenging benchmark of 235 competitive programming problems sourced from the IOI and ICPC World Finals. It features both standard and interactive problems, along with a novel self‑assessment task designed to evaluate deeper reasoning capabilities.
By incorporating data from human competitions, HLCE provides metrics that directly compare large language models with elite human programmers—revealing a clear gap in performance. The benchmark is designed to push the boundaries of code generation, encouraging progress toward models that can truly compete at the highest levels of programming expertise.
<div style="text-align: center;">
<img src="figs/hlce_cover.png" alt="Cover" style="width: 90%; max-width: 100%; height: auto;" />
</div>
</div>
</div>
<!-- ======== Benchmark Switch ======== -->
<div id="notes">
<h3> LeaderBoard</h3>
<div class="btn-group my-3" role="group" id="benchmark-toggle">
<input type="radio" class="btn-check" name="benchmark" id="ICPC" autocomplete="off" checked />
<label class="btn btn-outline-primary" for="ICPC">ICPC</label>
<input type="radio" class="btn-check" name="benchmark" id="IOI" autocomplete="off" />
<label class="btn btn-outline-primary" for="IOI">IOI</label>
<input type="radio" class="btn-check" name="benchmark" id="Average" autocomplete="off" />
<label class="btn btn-outline-primary" for="Average">Average</label>
</div>
</div>
<!-- ======== Results Table ======== -->
<div class="table-responsive w-100">
<table id="results-table" class="table table-striped table-bordered align-middle"></table>
</div>
<!-- ======== Benchmark Switch ======== -->
<div id="notes">
<h3> Submitting Custom Models</h3>
To submit models you can create a pull request on our <a href="https://github.com/Humanity-s-Last-Code-Exam/results"> Results</a> . Particularly, you can copy your model generations folder from `output` to the `submissions` folder and create a pull request. We will review the submission and add the model to the leaderboard accordingly.
</div>
<div id="notes" class="w-100 mt-5">
<h3 class="text-center">Citation</h3>
<p>If you use <strong>HLCE</strong> in your research, please cite our paper:</p>
<pre class="mx-auto p-3 bg-light rounded" style="max-width: 700px;"><code class="language-bibtex">@article{hlce2025,
title = {Humanity's Last Code Exam: Can Advanced LLMs Conquer Human's Hardest Code Competition?},
author = {First Last and Second Author and Third Author},
journal = {arXiv preprint arXiv:2506.01234},
year = {2025}
}</code></pre>
</div>
</div>
</div>
<!-- ====================================================== -->
<!-- ======== Script ====================================== -->
<!-- ====================================================== -->
<script>
////////////////////////////////////////////////////////////////////////
// GLOBAL STATE //
////////////////////////////////////////////////////////////////////////
let tableData = [];
let tableKeys = [];
const sortState = new Map();
////////////////////////////////////////////////////////////////////////
// TABLE HELPERS //
////////////////////////////////////////////////////////////////////////
const buildHeader = (keys) => {
const thead = document.createElement('thead');
const tr = document.createElement('tr');
const rankTh = document.createElement('th');
rankTh.textContent = '#';
tr.appendChild(rankTh);
keys.forEach((k) => {
const th = document.createElement('th');
th.dataset.key = k;
th.addEventListener('click', handleSortClick);
updateSortIndicator(th, k);
tr.appendChild(th);
});
thead.appendChild(tr);
return thead;
};
const updateSortIndicator = (th, key) => {
const dir = sortState.get(key);
const arrow = dir === 'asc' ? ' ▲' : dir === 'desc' ? ' ▼' : '';
th.textContent = key + arrow;
};
const buildBody = (rows, keys) => {
const tbody = document.createElement('tbody');
rows.forEach((row, idx) => {
const tr = document.createElement('tr');
const rankTd = document.createElement('td');
rankTd.textContent = idx + 1;
tr.appendChild(rankTd);
keys.forEach((k) => {
const td = document.createElement('td');
if (k === 'Model' && row.URL) {
td.innerHTML = `<a href="${row.URL}" target="_blank" rel="noopener noreferrer">${row[k]}</a>`;
} else {
const v = row[k];
td.textContent = typeof v === 'number' && !Number.isNaN(v) ? v.toFixed(3) : v;
}
tr.appendChild(td);
});
tbody.appendChild(tr);
});
return tbody;
};
const renderTable = () => {
const table = document.getElementById('results-table');
table.innerHTML = '';
table.appendChild(buildHeader(tableKeys));
table.appendChild(buildBody(tableData, tableKeys));
};
////////////////////////////////////////////////////////////////////////
// SORTING //
////////////////////////////////////////////////////////////////////////
const handleSortClick = (e) => {
const key = e.currentTarget.dataset.key;
const current = sortState.get(key);
const dir = current === 'asc' ? 'desc' : current === 'desc' ? undefined : 'asc';
if (dir) sortState.set(key, dir); else sortState.delete(key);
tableData.sort((a, b) => compareValues(a[key], b[key], dir));
[...sortState.keys()].forEach((k) => { if (k !== key) sortState.delete(k); });
renderTable();
};
const compareValues = (a, b, dir = 'asc') => {
const m = dir === 'desc' ? -1 : 1;
const aNum = !Number.isNaN(parseFloat(a));
const bNum = !Number.isNaN(parseFloat(b));
if (aNum && bNum) return (parseFloat(a) - parseFloat(b)) * m;
return String(a).localeCompare(String(b)) * m;
};
////////////////////////////////////////////////////////////////////////
// DATA LOADING //
////////////////////////////////////////////////////////////////////////
const safeNum = (x) => {
const n = parseFloat(x);
return Number.isFinite(n) ? n : 0;
};
const loadAndRender = async (filename) => {
try {
const resp = await fetch(filename);
if (!resp.ok) throw new Error(`${filename} load failed`);
const json = await resp.json();
tableKeys = Object.keys(json[0]).filter((k) => k !== 'URL');
json.sort((a, b) => safeNum(b['pass@1']) - safeNum(a['pass@1']));
tableData = json;
sortState.clear();
renderTable();
} catch (err) {
alert(err.message);
}
};
const loadAverageAndRender = async () => {
try {
const [icpcResp, ioiResp] = await Promise.all([
fetch('ICPC_results.json'),
fetch('IOI_results.json')
]);
if (!icpcResp.ok || !ioiResp.ok) throw new Error('Failed to load results');
const [icpcData, ioiData] = await Promise.all([
icpcResp.json(),
ioiResp.json(),
]);
const aggMap = new Map();
// const pass1Candidates = ['Pass@1', 'pass1', 'pass@1 (%)'];
// const pass5Candidates = ['pass@5', 'pass5', 'pass@5 (%)'];
pass1Candidates = ['Pass@1', 'pass@1', 'pass1', 'Pass@1 (%)', 'pass@1 (%)'];
pass5Candidates = ['Pass@5', 'pass@5', 'pass5', 'Pass@5 (%)', 'pass@5 (%)'];
const accumulate = (rows) => {
rows.forEach((row) => {
const name = row.Model;
if (!aggMap.has(name)) {
aggMap.set(name, { Model: name, URL: row.URL || '', p1: 0, p5: 0, cnt: 0 });
}
const entry = aggMap.get(name);
const p1 = pass1Candidates.map((k) => row[k]).find((v) => v !== undefined);
const p5 = pass5Candidates.map((k) => row[k]).find((v) => v !== undefined);
entry.p1 += safeNum(p1);
entry.p5 += safeNum(p5);
entry.cnt += 1;
});
};
accumulate(icpcData);
accumulate(ioiData);
const avgRows = Array.from(aggMap.values()).map((e) => ({
Model: e.Model,
'Pass@1': e.cnt ? e.p1 / e.cnt : 0,
'Pass@5': e.cnt ? e.p5 / e.cnt : 0,
URL: e.URL,
}));
avgRows.sort((a, b) => safeNum(b['Pass@1']) - safeNum(a['Pass@1']));
tableKeys = ['Model', 'Pass@1', 'Pass@5'];
tableData = avgRows;
sortState.clear();
renderTable();
} catch (err) {
alert(err.message);
}
};
////////////////////////////////////////////////////////////////////////
// EVENT LISTENERS //
////////////////////////////////////////////////////////////////////////
document.getElementById('ICPC').addEventListener('change', (e) => {
if (e.target.checked) loadAndRender('ICPC_results.json');
});
document.getElementById('IOI').addEventListener('change', (e) => {
if (e.target.checked) loadAndRender('IOI_results.json');
});
document.getElementById('Average').addEventListener('change', (e) => {
if (e.target.checked) loadAverageAndRender();
});
// initial load
loadAndRender('ICPC_results.json');
</script>
</body>
</html>