Positional Encoding. Multi-head Attention. Layer Normalization and Feedforward layers. 🧪 Dataset Source: Kaggle ... Notes LSTM Encoder-Decoder None -- Struggles with long sentences LSTM with Bahdanau ...

We also find that two initial LSTM layers in the Transformer encoder provide a much better positional encoding. Data-augmentation, a variant of SpecAugment, helps to improve both the Transformer by 33 ...

Transformers generate tokens iteratively using tokenization, embeddings, positional encoding, and layered processing (visualized in diagrams). Encoder-Decoder models handle tasks like translation by ...