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The vanilla transformer architecture became a milestone because it:

  • Demonstrated attention mechanism could completely replace recurrence
  • Enabled parallel training of sequence models (reducing training time)
  • Scaled better to long sequences than RNNs/LSTMs
  • Became foundational for future architectures like BERT and GPT
  • Showed prowess in multimodality as well