Spqr.spqralive.18.var

Based on experimental data from the SpQR GitHub Repository , the method offers:

SpQR represents a shift from uniform quantization to . By treating weights differently based on their importance, it bridges the gap between massive model scales and accessible hardware. SPQR.SPQRAlive.18.var

: The remaining "non-sensitive" weights are quantized to a low bit-width (e.g., 3 or 4 bits) using a very small group size to minimize local error. Based on experimental data from the SpQR GitHub

: It is the first method to allow 3-4 bit quantization with almost no measurable loss in perplexity compared to the 16-bit baseline. SPQR.SPQRAlive.18.var