Among binary quantized vectors, similarity is just popcount(XOR of the two vectors) / num_bits. Can be linearly translated to cosine similarity / distance range

Among binary quantized vectors, similarity is just popcount(XOR of the two vectors) / num_bits. Can be linearly translated to cosine similarity / distance range just multiplying and centering.