C3W2 assignment model accuracy way too low with multiple architectures

Course Q&A TensorFlow Developer Professional Natural Language Processing in TensorFlow
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In the end when I’m training the model, I keep getting an accuracy of 0.227 no matter what architecture I use. Is there something I’m missing or a workaround?

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If:

  1. Loss function is correct
  2. Number of neurons in output layer matches the number of classes in the dataset.

Please click my name and message your notebook as an attachment.