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The decoder generates the transcript autoregressively from the encoder's hidden states and the previous tokens.
Multimodal

Encoder[[mm-encoder]]
VisualBERT is a multimodal model for vision-language tasks released shortly after BERT. It combines BERT and a pretrained object detection system to extract image features into visual embeddings, passed alongside text embeddings to BERT.