Before revision:  In particular, we propose our approach using the transformer-based ensemble based on COVID-Twitter-BERT (CT-BERT)  .
After revision:  In particular, we propose our approach using the transformer-based ensemble of COVID-Twitter-BERT (CT-BERT) .