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Benchmarks
Large Language Model Evaluation on LLaMA-2 7B
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5.47
PPL
baseline
-598.3112
3,477.2119
7,552.735
11,628.2581
Mar 9, 2026
PPL
Zero-Shot Score
MMLU
Updated 1mo ago
Evaluation Results
Method
Method
Links
PPL
Zero-Shot Score
MMLU
baseline
#Bits=FP16, #Eff. (w-b...
2026.03
5.47
64.09
41.83
SERQ
#Bits=W4A4, #Eff. (w-b...
2026.03
5.97
61.87
37.03
SpinQuant
#Bits=W4A4, #Eff. (w-b...
2026.03
6
61
34.8
QuaRot
#Bits=W4A4, #Eff. (w-b...
2026.03
6.15
59.53
33.58
SmoothQ(g128)
#Bits=W4A4, #Eff. (w-b...
2026.03
7.49
57.15
30.4
SmoothQ
#Bits=W4A4, #Eff. (w-b...
2026.03
15,100
35.44
26.04
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