NLP: Approach towards text summarization on a mobile device

Hi, in recent while I have been researching a lot ( a reply I did while researching ) and learning about text summarization and NLP in general. But everything that I have read and implemented have been around gigs of either word embeddings or huge pretrained models. I am not expert in ML by any means so I have no idea how to go about doing this feasibly on a mobile device. I know there is always an option of creating hosting these huge files on a server but it would be awesome if it’s possible without it because one of my goals is to make internet not a necessary for my project.

Any help regarding this would be very appreciated as I am totally clueless how to go about how I should approach this. :innocent: