NLP problem: names and short document

Hi guys, i have a dataset of championsleague instagram captions and want to try to predict the number of likes based on the captions.

Since most posts have short captions and captions contain mostly players’ names, what papers would you recommend for me to get an idea on how to implement? Or what to google in general?

Thank you.