Not Enough Labeled Data? Just Add Semantics: A Data-Efficient Method for Inferring Online Health Texts

J Gatto, SM Preum - arXiv preprint arXiv:2309.09877, 2023 - arxiv.org
User-generated texts available on the web and social platforms are often long and
semantically challenging, making them difficult to annotate. Obtaining human annotation …

MedNER: Enhanced Named Entity Recognition in Medical Corpus via Optimized Balanced and Deep Active Learning

Y Zhuang, J Zhang, R Lu, K He, X Li - ACM Transactions on Intelligent Systems … - dl.acm.org
Ever-growing electronic medical corpora provide unprecedented opportunities for
researchers to analyze patient conditions and drug effects. Meanwhile, severe challenges …