Thank you. I had seen this MixedBread stuff mentioned somewhere but I thought it was a paid API.

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I think the model is open, look at the code examples here:

https://huggingface.co/blog/embedding-quantization#binary-quantization-in-sentence-transformers

In any case, binary quantization can be applied to other embeddings models too.