I have the training data, testing data and validation data separate.  My training/test data embedding sizes are:
[(8, 4), (21, 11), (3, 2), (48, 24), (5, 3), (9, 5), (5, 3), (21, 11), (10, 5)]

My validation embedding sizes are:
[(8, 4), (24, 12), (3, 2), (48, 24), (4, 2), (8, 4), (4, 2), (21, 11), (10, 5)]

One of those sizes represent states out of the US.  If I were to add a state I don’t currently have, wouldn’t this error out the model due to the difference in embedding sizes?  How would I solve for that type of problem set?