Hackaday

vector quantization

Large language models (LLMs) aren’t actually giant computer brains. Instead, they are massive vector spaces in which the probabilities of tokens occurring in a specific order is encoded. Billions of ...
Business Wire

Elastic Announces Faster Filtered Vector Search with ACORN-1 and Default Better Binary Quantization Compression

SAN FRANCISCO--(BUSINESS WIRE)--Elastic (NYSE: ESTC), the Search AI Company, announced new performance and cost-efficiency breakthroughs with two significant enhancements to its vector search. Users ...
BIOENGINEER

Neural Networks Trained on a 24-Dimensional Lattice Could Shrink AI to 0.76 Bits per Weight

A new theoretical framework trains neural networks natively on the Leech lattice, compressing weights to 0.76 bits per parameter while preserving stable learning.
GIGAZINE

Unsloth has developed 'Unsloth Dynamic 3.0 GGUF,' a next-generation quantization method that reduces memory usage while maintaining AI performance as much as possible.

Unsloth is a company that works on quantizing AI models, and it has become customary for Unsloth to release quantized versions of open models released by AI companies such as Google and Alibaba within ...