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<!DOCTYPE html>
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<title>Probe (SciEvalKit) - SGIWorld</title>
<meta name="description" content="SciEvalKit: A unified evaluation toolkit for assessing scientific intelligence of LLMs">
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<span class="text-sm font-medium text-probe uppercase tracking-wider">Evaluation Toolkit</span>
</div>
<h1 class="text-4xl sm:text-5xl lg:text-6xl font-bold mb-4">
<span class="gradient-text">SciEvalKit</span>
</h1>
<p class="text-xl text-muted max-w-3xl mx-auto mb-6">
A unified evaluation toolkit and leaderboard for rigorously assessing the scientific intelligence of large language and vision-language models
</p>
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Leaderboard
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Documentation
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</div>
</div>
</section>
<!-- The Gap -->
<section class="py-16">
<div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8">
<h2 class="text-2xl font-bold text-center mb-4">The General vs Scientific Gap</h2>
<p class="text-center text-muted mb-10 max-w-2xl mx-auto">
Frontier models score ~90 on general benchmarks but drop sharply on rigorous scientific tasks
</p>
<div class="space-y-4">
<div class="gap-indicator">
<div class="w-32 text-sm font-medium">General Tasks</div>
<div class="gap-bar">
<div class="gap-bar-fill gap-bar-general" style="width: 90%"></div>
</div>
<div class="w-16 text-right font-bold text-green-500">~90</div>
</div>
<div class="gap-indicator">
<div class="w-32 text-sm font-medium">Scientific Text</div>
<div class="gap-bar">
<div class="gap-bar-fill gap-bar-scientific" style="width: 60%"></div>
</div>
<div class="w-16 text-right font-bold text-probe"><60</div>
</div>
<div class="gap-indicator">
<div class="w-32 text-sm font-medium">Code Generation</div>
<div class="gap-bar">
<div class="gap-bar-fill gap-bar-scientific" style="width: 30%"></div>
</div>
<div class="w-16 text-right font-bold text-probe"><30</div>
</div>
</div>
</div>
</section>
<!-- Seven Dimensions -->
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<h2 class="text-2xl font-bold text-center mb-4">Seven Core Capability Dimensions</h2>
<p class="text-center text-muted mb-12">Comprehensive evaluation across the full scientific research workflow</p>
<div class="grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-4 gap-4">
<div class="dimension-card">
<div class="dimension-icon"><i class="fas fa-book"></i></div>
<h3 class="font-bold mb-1">Knowledge Understanding</h3>
<p class="text-sm text-muted">Scientific concept comprehension</p>
</div>
<div class="dimension-card">
<div class="dimension-icon"><i class="fas fa-code"></i></div>
<h3 class="font-bold mb-1">Code Generation</h3>
<p class="text-sm text-muted">Executable scientific code</p>
</div>
<div class="dimension-card">
<div class="dimension-icon"><i class="fas fa-square-root-alt"></i></div>
<h3 class="font-bold mb-1">Symbolic Reasoning</h3>
<p class="text-sm text-muted">Mathematical manipulation</p>
</div>
<div class="dimension-card">
<div class="dimension-icon"><i class="fas fa-lightbulb"></i></div>
<h3 class="font-bold mb-1">Hypothesis Generation</h3>
<p class="text-sm text-muted">Novel scientific ideas</p>
</div>
<div class="dimension-card">
<div class="dimension-icon"><i class="fas fa-eye"></i></div>
<h3 class="font-bold mb-1">Multimodal Perception</h3>
<p class="text-sm text-muted">Scientific image understanding</p>
</div>
<div class="dimension-card">
<div class="dimension-icon"><i class="fas fa-brain"></i></div>
<h3 class="font-bold mb-1">Multimodal Reasoning</h3>
<p class="text-sm text-muted">Cross-modal inference</p>
</div>
<div class="dimension-card">
<div class="dimension-icon"><i class="fas fa-chart-line"></i></div>
<h3 class="font-bold mb-1">Multimodal Understanding</h3>
<p class="text-sm text-muted">Complex figure interpretation</p>
</div>
<div class="dimension-card">
<div class="dimension-icon"><i class="fas fa-flask"></i></div>
<h3 class="font-bold mb-1">Six Disciplines</h3>
<p class="text-sm text-muted">Life, Astro, Earth, Chem, Materials, Physics</p>
</div>
</div>
</div>
</section>
<!-- Key Insights -->
<section class="py-16">
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<h2 class="text-2xl font-bold text-center mb-12">Key Insights from Evaluations</h2>
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<h3 class="font-bold mb-2">Multimodal Breaking 60</h3>
<p class="text-sm text-muted">Gemini 3 Pro leads Scientific Multimodal Capability with 62.88, reflecting strong performance in perception and reasoning.</p>
</div>
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<h3 class="font-bold mb-2">Open-Source Catching Up</h3>
<p class="text-sm text-muted">Qwen3-VL-235B and Qwen3-Max now match or surpass several proprietary models in symbolic reasoning.</p>
</div>
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<h3 class="font-bold mb-2">Code Generation Bottleneck</h3>
<p class="text-sm text-muted">No model exceeds 30 in end-to-end executable code tasks, indicating scientific workflows still fail frequently.</p>
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<h3 class="font-bold mb-2">Symbolic Reasoning Gap</h3>
<p class="text-sm text-muted">No model exceeds 50 in equation-level manipulation, revealing fundamental limitations.</p>
</div>
</div>
</div>
</section>
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<h2 class="text-2xl font-bold mb-4">Discipline Coverage</h2>
<p class="text-muted mb-8">Grounded in real scientific practice across six major fields</p>
<div class="flex flex-wrap justify-center">
<span class="discipline-badge"><i class="fas fa-dna mr-2"></i>Life Science</span>
<span class="discipline-badge"><i class="fas fa-star mr-2"></i>Astronomy</span>
<span class="discipline-badge"><i class="fas fa-globe mr-2"></i>Earth Science</span>
<span class="discipline-badge"><i class="fas fa-atom mr-2"></i>Chemistry</span>
<span class="discipline-badge"><i class="fas fa-cube mr-2"></i>Materials Science</span>
<span class="discipline-badge"><i class="fas fa-bolt mr-2"></i>Physics</span>
</div>
</div>
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<!-- Quick Start -->
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<h2 class="text-2xl font-bold mb-4">Quick Start</h2>
<p class="text-muted mb-8">Get from clone to first scores in minutes</p>
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<pre class="text-sm overflow-x-auto"><code class="text-muted"># Install
git clone https://github.com/InternScience/SciEvalKit.git
cd SciEvalKit
pip install -e .[all]
# Run evaluation
python run.py \
--dataset SFE \
--model gpt-4o \
--mode all \
--work-dir outputs/demo</code></pre>
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Technical Report
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