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<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>AgentDebuggerEnv Benchmark Leaderboard</title>
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</head>
<body>
<div class="container">
<header>
<h1>AgentDebuggerEnv</h1>
<p class="subtitle">Ranking LLMs on Hypothesis-Driven Debugging</p>
</header>
<div class="glass-panel">
<table>
<thead>
<tr>
<th>Rank</th>
<th>Model</th>
<th>Tier 1 (Easy)</th>
<th>Tier 2 (Med)</th>
<th>Tier 3 (Hard)</th>
<th>Mean Score</th>
</tr>
</thead>
<tbody>
<tr>
<td>🥇 1</td>
<td>
<div class="model-name">
GPT-4o
</div>
</td>
<td class="tier-score">89.0%</td>
<td class="tier-score">71.0%</td>
<td class="tier-score">38.0%</td>
<td>
<div class="score-value">0.742</div>
<div class="score-bar-container">
<div class="score-bar" style="width: 74.2%"></div>
</div>
</td>
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<tr style="background: rgba(139, 92, 246, 0.05); border: 1px solid rgba(139, 92, 246, 0.2);">
<td>🥈 2</td>
<td>
<div class="model-name" style="color: #a78bfa;">
AgentDebugger-Qwen2.5-3B-GRPO
<span class="badge" style="background: linear-gradient(135deg, var(--accent-primary), var(--accent-secondary))">Trained</span>
</div>
</td>
<td class="tier-score" style="color: var(--success); font-weight: bold;">100.0%</td>
<td class="tier-score" style="color: var(--success); font-weight: bold;">77.4%</td>
<td class="tier-score" style="color: var(--warning); font-weight: bold;">38.1%</td>
<td>
<div class="score-value" style="color: #a78bfa;">0.718</div>
<div class="score-bar-container">
<div class="score-bar" style="width: 71.8%; background: linear-gradient(90deg, var(--accent-primary), #ec4899);"></div>
</div>
</td>
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<tr>
<td>🥉 3</td>
<td>
<div class="model-name">
Llama-3.1-70B-Instruct
<span class="badge" style="background: var(--text-secondary)">Baseline</span>
</div>
</td>
<td class="tier-score">21.0%</td>
<td class="tier-score">21.5%</td>
<td class="tier-score">21.5%</td>
<td>
<div class="score-value">0.210</div>
<div class="score-bar-container">
<div class="score-bar" style="width: 21.0%; background: var(--text-secondary);"></div>
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</td>
</tr>
</tbody>
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<div class="info-grid">
<div class="info-card">
<h3>🧪 The Benchmark</h3>
<p>Models are evaluated on 90 hand-validated Python bugs across 3 difficulty tiers. They must formulate a specific hypothesis before proposing a fix. Blind guessing is heavily penalized by the grading environment.</p>
</div>
<div class="info-card">
<h3>⚖️ The Grading</h3>
<p>A hybrid deterministic/semantic grader evaluates the quality of the hypothesis (via Llama-3.1-70B), format compliance, bug localization, and execution correctness inside a secure sandbox.</p>
</div>
</div>
<div class="cta-container">
<a href="https://github.com/shasshaank/meta_hackthon" class="btn" target="_blank">View GitHub Repository</a>
</div>
</div>
</body>
</html>
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