Any experience clustering or classifying documents based on these high dimensional vectors? Also what have you found of dimension reduction techniques such as U

Any experience clustering or classifying documents based on these high dimensional vectors? Also what have you found of dimension reduction techniques such as UMAP or good old PCA?