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Language Modeling on C4 Llama 2 & 3 (test)

15.022-7 ScoreOmniQ
6.6488.821510.99513.1685Jul 10, 2024

Evaluation results

MethodLinks
OmniQBits=2, Group=128, context length=20482024.0715.0211.058.5222.4615.06
ApiQBits=2, Group=128, context length=20482024.0712.049.13———
CBQBits=2, Group=64, context length=20482024.0711.3————
ApiQBits=2, Group=64, context length=20482024.0710.568.92———
DB-LLMBits=2, Group=64, context length=20482024.079.628.386.7719.2—
AQLMBits=2, Group=2x8, context length=20482024.078.967.86.36——
EfficientQATBits=2, Group=128, context length=20482024.078.797.756.4813.229.53
EfficientQATBits=2, Group=64, context length=20482024.078.57.596.3812.779.23
QuIP#Bits=2, context length=20482024.078.357.456.12——
GPTQBits=3, Group=128, context length=20482024.077.8975.8511.668.64
AWQBits=3, Group=128, context length=20482024.077.846.945.8111.497.91
OmniQBits=3, Group=128, context length=20482024.077.756.985.8511.667.97
EfficientQATBits=3, Group=128, context length=20482024.077.346.735.7110.067.46
FP16Bits=16, context length=20482024.076.976.475.528.886.73