semantic synthesis, I know that it has made a lots progress with those text-to-image diffusion models, but what I notice is that not much work is invested in semantic generation, especially video generation, or maybe I have just missed something.

This is actually what I looking for a good science practice. Especially when there are huge number of unreproducible papers with no code and no training config at all.