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<!DOCTYPE html>
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<title>DOVE (Dataset Of Variation Evaluation): A Large-Scale Multi-Dimensional Predictions Dataset</title>
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🎉 Our paper has been accepted to ACL 2025 Findings!
</div>
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<h1 class="title is-2 publication-title">🕊️ DOVE: <span class="acronym-explanation">(<span class="first-letter">D</span>ataset <span class="first-letter">O</span>f <span class="first-letter">V</span>ariation <span class="first-letter">E</span>valuation)</span><br><span style="margin-top: -40px; display: block;" class="subtitle-text">A Large-Scale Multi-Dimensional Predictions Dataset<br>Towards Meaningful LLM Evaluation</span></h1>
<div class="publication-links">
<!-- Code link with GitHub icon -->
<span class="link-block">
<a href="https://github.com/SLAB-NLP/DOVE" target="_blank" class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fab fa-github"></i>
</span>
<span>Code</span>
</a>
</span>
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<a href="https://aclanthology.org/2025.findings-acl.611/" target="_blank" class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="ai ai-arxiv"></i>
</span>
<span>Paper</span>
</a>
</span>
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<span class="link-block">
<a href="https://huggingface.co/datasets/nlphuji/DOVE_Lite" target="_blank" class="external-link button is-normal is-rounded is-dark">
<span class="icon">🤗</span>
<span>Dataset</span>
</a>
</span>
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<a href="mailto:eliyahabba@mail.huji.ac.il" target="_blank" class="external-link button is-normal is-rounded is-dark">
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<span>Contact</span>
</a>
</span>
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<div class="is-size-5 publication-authors" style="margin-top: 1rem;">
<!-- Author names and institution -->
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<a href="https://eliyahabba.github.io/" target="_blank">Eliya Habba</a><sup>1</sup>,
</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=vMC7k0MAAAAJ&hl=en" target="_blank">Ofir Arviv</a><sup>2</sup>,
</span>
<span class="author-block">
<a href="https://itay1itzhak.github.io/" target="_blank">Itay Itzhak</a><sup>1,4</sup>,
</span>
<span class="author-block">
<a href="https://research.ibm.com/people/yotam-perlitz--1" target="_blank">Yotam Perlitz</a><sup>2</sup>,
</span>
<br>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=K2m6-MYAAAAJ&hl=iw" target="_blank">Elron Bandel</a><sup>2</sup>,
</span>
<span class="author-block">
<a href="https://research.ibm.com/people/leshem-choshen--1" target="_blank">Leshem Choshen</a><sup>2,3</sup>,
</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=reNMHusAAAAJ&hl=en" target="_blank">Michal Shmueli-Scheuer</a><sup>2</sup>,
</span>
<span class="author-block">
<a href="https://gabrielstanovsky.github.io/" target="_blank">Gabriel Stanovsky</a><sup>1,5</sup>
</span>
<br>
<span class="author-block" style="display: inline-block; min-width: 1200px;">
<sup>1</sup>The Hebrew University of Jerusalem · <sup>2</sup>IBM Research AI · <sup>3</sup>MIT · <sup>4</sup>Technion - Israel Institute of Technology · <sup>5</sup>Allen Institute for AI
</span>
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<strong>Building DOVE:</strong> To holistically explore LLM sensitivity, we sample prompts as a walk in the space of various <em>prompt dimensions</em> (rows, above).
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Dive deep into our comprehensive analysis with interactive visualizations
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<h2 class="title is-3">Abstract</h2>