SAGE: Pushing 2-Bit Vector-Quantized LLMs toward Real-World Usability

Xianglong Yan, Zenan Wu, Kewei Zhang +2

Extreme low-bit weight-only quantization is an effective approach to reducing the deployment costs of large language models. Below 3 bits, scalar quantization often suffers severe…