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Architectures of four different end-to-end deep learning models: A The Graph Transformer; B The LSTM-based encoder-decoder model (LSTM-BASE); C The LSTM-based encoder-decoder model with attention mechanisms (LSTM + ATTN); D The sequential Transformer model. The Graph Transformer accepts a graph representation as input and SMILES sequences are taken as input for the other three models
