BioADAPT-MRC: adversarial learning-based domain adaptation improves biomedical machine reading comprehension task
Sign Up to like & getrecommendations! Published in 2022 at "Bioinformatics"
DOI: 10.1093/bioinformatics/btac508
Abstract: ABSTRACT Motivation Biomedical machine reading comprehension (biomedical-MRC) aims to comprehend complex biomedical narratives and assist healthcare professionals in retrieving information from them. The high performance of modern neural network-based MRC systems depends on high-quality, large-scale,… read more here.
Keywords: domain; machine reading; biomedical machine; bioadapt mrc ... See more keywords
Reliability-enhanced data cleaning in biomedical machine learning using inductive conformal prediction
Sign Up to like & getrecommendations! Published in 2025 at "PLOS Computational Biology"
DOI: 10.1371/journal.pcbi.1012803
Abstract: Accurately labeling large datasets is important for biomedical machine learning yet challenging while modern data augmentation methods may generate noise in the training data, which may deteriorate machine learning model performance. Existing approaches addressing noisy… read more here.
Keywords: training data; training; machine learning; biomedical machine ... See more keywords