Objective: Few-shot learning (FSL) methods require small numbers of labeled instances for
training. As many medical topics have limited annotated textual data in practical settings …

The novel coronavirus pneumonia (COVID-19) has created great demands for medical
resources. Determining these demands timely and accurately is critically important for the …

Text classifiers are applied at scale in the form of one-size-fits-all solutions. Nevertheless,
many studies show that classifiers are biased regarding different languages and dialects …

Billions of people across the globe have been using social media platforms in their local
languages to voice their opinions about the various topics related to the COVID-19 …

Epidemics and outbreaks present arduous challenges requiring both individual and
communal efforts. Social media offer significant amounts of data that can be leveraged for …

Objective Few-shot learning (FSL) methods require small numbers of labeled instances for
training. As many medical topics have limited annotated textual data in practical settings …