Researcher seeks papers on text clustering with LLMs

A researcher wants to cluster about 100 documents so similar procedures or content group together. Traditional methods like K-means, agglomerative clustering and DBSCAN gave unsatisfying results, relying on word-level or template matching, so they are asking for research papers on LLM-based text clustering.