H Company open-sources Apache 2.0 embedding models, plus a trick to halve doc vectors

tomaarsen · x · 2026-09-07

tomaarsen (sentence-transformers maintainer) highlights two new Apache 2.0 embedding models from H Company, with a blog covering architecture, training and retrieval results. He also shares a practical tip: use HierarchicalTokenPooling in sentence-transformers to cluster patch-heavy document vectors and keep cluster means — poolfactor=2 roughly halves stored vectors while queries stay untouched; benchmark the quality tradeoff on your own data.

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