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Replication Data for: Probabilistic Record Linkage Using Pretrained Text Embeddings

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NIAID Data Ecosystem2026-05-02 收录
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https://doi.org/10.7910/DVN/7U5KEJ
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Pretrained text embeddings are a fast and scalable method for determining whether two texts have similar meaning, capturing not only lexical similarity, but semantic similarity as well. In this paper, I show how to incorporate these measures into a probabilistic record linkage procedure that yields considerable improvements in both precision and recall over existing methods. The procedure even allows researchers to link datasets across different languages. I validate the approach with a series of political science applications, and provide open-source statistical software for researchers to efficiently implement the proposed method.
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2025-08-05
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