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+ name,# Layers,# Params (B),MMLU PT accuracy,FFN Hidden Dims,Layers Skipped
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+ Main model,35,3.98,62.30%,"[2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8]",
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+ Config for official E2 Model,30,1.91,50.90%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4]","[20, 21, 22, 23, 24]"
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+ Config for E2.54,35,2.54,55.40%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4]",
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+ Config for E2.69,35,2.69,57.70%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4]",
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+ Config for E2.98 (layer-level),35,2.98,59.50%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8]",
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+ Config for E3.18,35,3.18,61.80%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8]",
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+ Config for E3.39,35,3.39,63.00%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8]",
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+ Config for E3.59,35,3.59,63.40%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8]",
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+ Config for E3.79 (layer-level),35,3.79,63.40%,"2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8]",
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+ Config for E1.96,30,1.96å,53.40%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4]","[20, 21, 22, 23, 24]"
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+ Config for E2.49,35,2.49,54.50%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4]",
13
+ Config for E2.73,35,2.73,57.10%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4]",
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+ Config for E2.98 (block-level),35,2.98,59.50%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4]",
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+ Config for E3.24,35,3.24,60.70%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4]",
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+ Config for E3.49,35,3.49,61.40%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4]",
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+ Config for E3.79 (block-level),35,3.74,62.00%,"[2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 4, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8, 2_048 * 8]",