This one looks very interesting if you are curious about text generation and/or editing. It talks about using a diffusion model to generate edits for existing text. No implementation code is available but might be something to try to implement yourself since it can have many practical applications
The paper is here: [2210.16886] DiffusER: Discrete Diffusion via Edit-based Reconstruction