Dual Intent Entity Transformer is state-of-the-art in NLP technology. It is a multi-task transformer architecture that handles both intent classification and entity recognition together. It provides the ability to plug and play various pre-trained embeddings like BERT, GloVe, ConveRT, and so on. There isn’t a single set of embeddings that is consistently the best across different datasets.