UMAP 0.6 released: embeds 3M arXiv papers in under 5 minutes

leland_mcinnes · x · 2026-11-12

UMAP author Leland McInnes released UMAP 0.6, featuring a new initialization, new optimizers, and faster nearest-neighbour search. On 3 million arXiv papers it finishes in under 5 minutes — before UMAP 0.5 has even found its nearest neighbours.

Nine years after launch, UMAP remains a go-to algorithm for dimensionality reduction, and this release is a major win for large-scale embedding analysis.

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