You are probably thinking of diffusion generation models. Models in general work absolutely fine with text. Just about the first convolution neural network exam

You are probably thinking of diffusion generation models. Models in general work absolutely fine with text. Just about the first convolution neural network examples you come across are basic character classification examples.