Before revision:  Further error analysis demonstrates that increasing the depth of the transformer model can help improve generalization on the cases requiring reasoning and structural understanding.
After revision:  Further error analysis demonstrates that increasing the depth of the transformer model can help improve generalization on small datasets for hard cases that require reasoning and structural understanding.