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An analysis of entity normalization evaluation biases in specialized domains
BackgroundEntity normalization is an important information extraction task which has recently gained attention, particularly in the...
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SIFR annotator: ontology-based semantic annotation of French biomedical text and clinical notes
BackgroundDespite a wide adoption of English in science, a significant amount of biomedical data are produced in other languages, such as French. Yet...
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Analyzing transfer learning impact in biomedical cross-lingual named entity recognition and normalization
BackgroundThe volume of biomedical literature and clinical data is growing at an exponential rate. Therefore, efficient access to data described in...
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Linking entities through an ontology using word embeddings and syntactic re-ranking
BackgroundAlthough there is an enormous number of textual resources in the biomedical domain, currently, manually curated resources cover only a...
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CNN-based ranking for biomedical entity normalization
BackgroundMost state-of-the-art biomedical entity normalization systems, such as rule-based systems, merely rely on morphological information of...