Hi @FL33TW00D, I ran into a similar problem last year with TF-IDF and found the following approach gave better results:

Encode the documents, either with your favourite Transformer or Universal Sentence Encoder (the latter works really well!)
Run UMAP 3 on the embeddings to perform dimensionality reduction
Cluster with HDBSCAN 4


HTH!