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Facilitating information extraction without annotated data using unsupervised and positive-unlabeled learning

Information extraction (IE), the distillation of specific information from unstructured data, is a core task in natural language processing. For rare entities (<1% prevalence), collection of positive examples required to train a model may require an infeasibly large sample of mostly negative ones...

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Bibliografiske detaljer
Udgivet i:AMIA Annu Symp Proc
Main Authors: Korach, Zfania Tom, Yerneni, Sharmitha, Einbinder, Jonathan, Kallenberg, Carl, Zhou, Li
Format: Artigo
Sprog:Inglês
Udgivet: American Medical Informatics Association 2021
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC8075513/
https://ncbi.nlm.nih.gov/pubmed/33936440
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