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most citedBoosting Adverse Drug Event Normalization on Social Media: General-Purpose Model Initialization and Biomedical Semantic Text Similarity Benefit Zero-Shot Linking in Informal Contexts

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cs.CL2023★ 1 cited

Boosting Adverse Drug Event Normalization on Social Media: General-Purpose Model Initialization and Biomedical Semantic Text Similarity Benefit Zero-Shot Linking in Informal Contexts

François Remy, Simone Scaboro, Beatrice Portelli

Biomedical entity linking, also known as biomedical concept normalization, has recently witnessed the rise to prominence of zero-shot contrastive models. However, the pre-training…

cs.CL2023

Extensive Evaluation of Transformer-based Architectures for Adverse Drug Events Extraction

Simone Scaboro, Beatrice Portellia, Emmanuele Chersoni +2

Adverse Event (ADE) extraction is one of the core tasks in digital pharmacovigilance, especially when applied to informal texts. This task has been addressed by the Natural Languag…