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Language Modeling on WikiText-103 20w x 2048

9.603Perplexity (PPL)fp16
-51.18888359.15631769.50151,179.84669May 26, 2026

Evaluation results

MethodLinks
fp16bits=16.002026.059.6030
HQMQbits=4.99, config=s96 r6 + Med3×2026.059.6210.019
HQMQbits=4.51, config=s24 r6 + Med3×2026.059.7010.098
HQMQbits=3.79, config=s96 r42026.0510.6981.095
HQMQbits=3.54, config=s48 r42026.0511.4271.824
HQMQbits=3.04, config=s24 r32026.0544.56434.96
naive int4 + Med3×bits=4.622026.05118.977109.4
naive int4bits=4.002026.05121.715112.1
naive int3bits=3.002026.05588.222578.6
naive int2bits=2.002026.051,529.41,520