The encoder-decoder attention mechanism allows the decoder to access and integrate contextual information from the entire input sequence that the encoder previously processed.

How transformers work Standard transformer architecture consists of three main components - the encoder, the decoder and the attention mechanism.

The model is structured around an Encoder-Decoder framework, comprising encoders for Text, Emotion, Vision, and Context, alongside a Cross-Modal encoder and a Multimodal decoder.