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Quantization Performance Summary on Aggregated Benchmarks HellaSwag, MMLU, Arc-C, MATH-500

1.014Average ScoreSmoothQuant
0.298480.484240.670.85576Feb 13, 2026
Updated 8mo ago

Evaluation results

MethodLinks
SmoothQuantBit=W8A8, Format=HiF2026.021.014-1.4
SmoothQuantBit=W8A8, Format=MXFP2026.021.001-0.1
BF16Format=BF162026.021—
SVDQuantBit=W8A8, Format=INT2026.020.9980.2
RTNBit=W8A8, Format=INT2026.020.9950.5
SmoothQuantBit=W8A8, Format=INT2026.020.9950.5
SVDQuantBit=W8A8, Format=MXFP2026.020.9930.7
SVDQuantBit=W8A8, Format=HiF2026.020.9891.1
RTNBit=W8A8, Format=MXFP2026.020.9861.4
RTNBit=W8A8, Format=HiF2026.020.9782.2
SmoothQuantBit=W4A4, Format=HiF2026.020.9732.7
SVDQuantBit=W4A4, Format=HiF2026.020.9732.7
RTNBit=W4A4, Format=HiF2026.020.973
SVDQuantBit=W4A4, Format=NVFP2026.020.9623.8
SmoothQuantBit=W4A4, Format=NVFP2026.020.9524.8
RTNBit=W4A4, Format=NVFP2026.020.9435.7
SmoothQuantBit=W4A4, Format=MXFP2026.020.9386.2
SVDQuantBit=W4A4, Format=MXFP2026.020.937
RTNBit=W4A4, Format=MXFP2026.020.9148.6
SVDQuantBit=W4A4, Format=INT2026.020.5149
SmoothQuantBit=W4A4, Format=INT2026.020.39360.7
RTNBit=W4A4, Format=INT2026.020.32667.4