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Detailed illustrations of DR-COVID Natural Language Processing (NLP) chatbot architecture. (A) Illustration of NLP ensemble model architecture, which combined the vectors of two models with different weights, with the new vector used for similarity calculation. (B) Illustration of few-shot learning, which enabled the customized BERT model to be better trained when a limited number of MQAs was available in the training dataset.
