Are there any good research papers around Text clustering using LLMs [R]

Hi, same as the title, I am currently trying to begin with some research on clustering using LLMs. So my requirement is as follows: I will be given some 100 document files, the end goal is to have clusters in such a way that documents with similar procedures or content should be clubbed under similar cluster.

I have tried traditional ML clustering K- means, agglomerative, DBSCAN, but not satisfied with the cluster quality as it is more of word by word matching or template matching. Thanks!