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@@ -66,6 +66,14 @@ <h1 class="title is-1 publication-title">
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<img src="static/images/factualDPO.png" alt="Logo" style="width: 1.2em; vertical-align: middle; margin-right: 10px;">
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Reducing Hallucinations in LLMs via Factuality-Aware Preference Learning
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</h1>
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<!-- Acceptance Badge -->
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<div style="margin-bottom: 15px;">
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<span style="display: inline-block; background-color: #d4edda; color: #155724; font-weight: 600; font-size: 1.05em; padding: 6px 18px; border-radius: 20px; border: 1px solid #b7dfc3;">
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<i class="fas fa-check-circle" style="margin-right: 5px;"></i>Accepted at ACL 2026 Findings
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</span>
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</div>
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<div class="is-size-5 publication-authors">
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<span class="author-block">
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<a href="https://github.com/Sindhuja217" target="_blank">Sindhuja Chaduvula</a><sup>1</sup>,
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<a href="https://yani.ai/" target="_blank">Yani Ioannou</a><sup>3</sup>,
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</span>
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<span class="author-block">
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<a href="https://github.com/shainarazavi" target="_blank">Shaina Raza</a><sup>1</sup>
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<a href="https://github.com/shainarazavi" target="_blank">Shaina Raza</a><sup>1*</sup>
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</span>
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<div class="is-size-5 publication-authors">
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<span class="author-block"><sup>1</sup>Vector Institute for Artificial Intelligence, <sup>2</sup>University of Cincinnati, <sup>3</sup>University of Calgary</span>
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<div class="is-size-6 publication-authors" style="margin-top: 5px;">
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<span class="author-block"><sup>*</sup>Corresponding author: <a href="mailto:shaina.raza@vectorinstitute.ai">shaina.raza@vectorinstitute.ai</a></span>
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</div>
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<div class="column has-text-centered">
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<div class="publication-links">
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<p class="has-text-centered is-size-7">
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<span style="background-color:#e6f4ea;padding:2px 6px;">Green</span>: best per model &nbsp;
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<span style="background-color:#fff6db;padding:2px 6px;">Yellow</span>: second-best / improvement &nbsp;
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“—” indicates not applicable
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"—" indicates not applicable
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</p>
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<span class="copy-text">Copy</span>
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</button>
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</div>
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<pre id="bibtex-code"><code>@article{FactualAlignment2026,
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<pre id="bibtex-code"><code>@inproceedings{FactualAlignment2026,
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title={Reducing Hallucinations in LLMs via Factuality-Aware Preference Learning},
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author={Sindhuja Chaduvula, Ahmed Radwan, Azib Farooq, Yani Ioannou, Shaina Raza},
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journal={arXiv preprint arXiv:2601.03027},
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author={Sindhuja Chaduvula and Ahmed Radwan and Azib Farooq and Yani Ioannou and Shaina Raza},
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booktitle={Findings of the Association for Computational Linguistics: ACL 2026},
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year={2026},
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url={https://github.com/VectorInstitute/Factual-Preference-Alignment}
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}</code></pre>
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<p>
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Resources used in preparing this research were provided, in part, by the Province of Ontario and the Government of Canada through CIFAR, as well as companies sponsoring the Vector Institute
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(<a href="http://www.vectorinstitute.ai/#partners" target="_blank" rel="noopener noreferrer">partners</a>).
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This research was funded by the European Unions Horizon Europe research and innovation programme under the AIXPERT project (Grant Agreement No. 101214389), which aims to develop an agentic,
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This research was funded by the European Union's Horizon Europe research and innovation programme under the AIXPERT project (Grant Agreement No. 101214389), which aims to develop an agentic,
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multi-layered, GenAI-powered framework for creating explainable, accountable, and transparent AI systems.
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</p>
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</div>
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<div class="content">
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<p>
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This page was built using the <a href="https://github.com/eliahuhorwitz/Academic-project-page-template" target="_blank">Academic Project Page Template</a> which was adopted from the <a href="https://nerfies.github.io" target="_blank">Nerfies</a> project page.
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This page was built using the <a href="https://github.com/eliahuhorwitz/Academic-project-page-template" target="_blank">Academic Project Page Template</a> which was adopted from the <a href="https://nerfies.github.io" target="_blank">Nerfies</a> project page.
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You are free to borrow the source code of this website, we just ask that you link back to this page in the footer. <br> This website is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/" target="_blank">Creative
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Commons Attribution-ShareAlike 4.0 International License</a>.
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</p>

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