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

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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.