There’s no strict advantages or disadvantages. It could be that because, in an RNN, we’re iterating over the sequence dimension (we take timestep-0, then timestep-1, etc.) so it makes “sense” to have that dimension first. But it doesn’t really make a difference.
I would suggest just going with the default option only because it’s default.