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<meta name="title" content="Reducing Hallucinations in LLMs via Factuality-Aware Preference Learning">
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<meta name="description" content="We introduce F-DPO, a factuality-aware extension of Direct Preference Optimization that reduces hallucinations in large language models without reward models or token-level supervision.">
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<meta name="keywords" content="factuality alignment, hallucination reduction, DPO, preference learning, RLHF, large language models">
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<meta name="author" content="Sindhuja Chaduvula, Azib Farooq, Ahmed Radwan, Shaina Raza, Yani Ioannou">
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<meta name="author" content="Sindhuja Chaduvula, Ahmed Radwan, Azib Farooq, Shaina Raza, Yani Ioannou">
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<meta name="robots" content="index, follow">
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<meta name="language" content="English">
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<a href="https://github.com/Sindhuja217" target="_blank">Sindhuja Chaduvula</a><sup>1</sup>,
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</span>
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<span class="author-block">
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<a href="https://scholar.google.com/citations?user=LNWuVNkAAAAJ" target="_blank">Azib Farooq</a><sup>2</sup>,
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<a href="https://ahmedradwan.me/" target="_blank">Ahmed Radwan</a><sup>1</sup>,
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</span>
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<span class="author-block">
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<a href="https://ahmedradwan.me/" target="_blank">Ahmed Radwan</a><sup>1</sup>,
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<a href="https://scholar.google.com/citations?user=LNWuVNkAAAAJ" target="_blank">Azib Farooq</a><sup>2</sup>,
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<span class="author-block">
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<a href="https://yani.ai/" target="_blank">Yani Ioannou</a><sup>1</sup>,

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