Response: There is no widely available historical information to suggest that Abraham Lincoln's maternal grandmother had an unusual number of thumbs. It would be reasonable to guess that she had the typical two thumbs, one on each hand, unless stated otherwise.
So it is essential to clarify architecture when making claims about capabilities.
I'll start simple: Plain sequence to sequence feed-forward NN models are not Turing complete. Therefore they cannot do full reasoning, because that requires arbitrary chaining.
The mildly entertaining YouTube video below discusses this. https://youtu.be/QrSCwxrLrRc