Cost-Efficient Prompt Engineering for Unsupervised Entity Resolution
Navapat Nananukul,
Khanin Sisaengsuwanchai,
Mayank Kejriwal
Abstract:Entity Resolution (ER) is the problem of semi-automatically determining when two entities refer to the same \emph{underlying} entity, with applications ranging from healthcare to e-commerce. Traditional ER solutions required considerable manual expertise, including domain-specific feature engineering, as well as identification and curation of training data. Recently released large language models (LLMs) provide an opportunity to make ER more seamless and domain-independent. However, it is also well known that … Show more
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