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Downstream evaluation on 9 downstream tasks

62.6Average AccuracySurefire-3B
54.59256.67158.7560.829Oct 21, 2025

Evaluation results

MethodLinks
Surefire-3Bd_model=4096, f_size=4096, n_layers=28, GQA=7, d_model / sqrt(N)=0.077, r=12025.1062.6
Panda-3Bd_model=4096, f_size=4096, n_layers=28, GQA=3, d_model / sqrt(N)=0.077, r=12025.1062.5
LLaMA-3.2-3Bd_model=3072, f_size=8192, n_layers=28, GQA=3, d_model / sqrt(N)=0.058, r=4.802025.1061.9
Panda-1Bd_model=2560, f_size=4096, n_layers=16, GQA=4, d_model / sqrt(N)=0.082, r=1.072025.1057
Surefire-1Bd_model=2560, f_size=6144, n_layers=16, GQA=9, d_model / sqrt(N)=0.082, r=3.62025.1055.4
LLaMA-3.2-1Bd_model=2048, f_size=8192, n_layers=16, GQA=4, d_model / sqrt(N)=0.066, r=4.802025.1054.9