I’m not sure if that’s what you’re looking for, but we have compared various distance metrics on doc2vec embeddings (among many other things) in this paper www.nature.com/articles/s41...

Computational thematics: comparing algorithms for clustering the genres of literary fiction - Humanities and Social Sciences Communications

Humanities and Social Sciences Communications - Computational thematics: comparing algorithms for clustering the genres of literary fiction