voyage - shared embedding space across models
as of late 2025, embeddinggemma (a 300m model) is likely the 'best' low resource embedding model.
now, voyage (mongodb team) released a series of models[1] that share embedding spaces across model sizes, which makes for interesting applications based on platform...
supported natively in sentence-transformers[2]