Balancing hierarchical representation and quantization: A performance trade-off in text embeddings

Kai Ponel, Marco Polignano, Erasmo Purificato +4

Hierarchical text embedding models offer variable-length representations, while quantization reduces numerical precision; both aim to improve computational efficiency. This work is…