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MiniMA-2-1B

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  **Standard Benchmarks**
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- |Method|TFLOPs|MMLU (5-shot)|CEval (5-shot)|DROP (3-shot)|HumanEval (0-shot)|BBH (3-shot)|GSM8K (8-shot)|
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  |--|--|--|--|--|--|--|--|
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- |Mamba-2.8B|4.6E9|25.58|24.74|15.72|7.32|29.37|3.49|
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- |ShearedLLaMA-2.7B|0.8E9|26.97|22.88|19.98|4.88|30.48|3.56|
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- |BTLM-3B|11.3E9|27.20|26.00|17.84|10.98|30.87|4.55|
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- |StableLM-3B|72.0E9|44.75|31.05|22.35|15.85|32.59|10.99|
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- |Qwen-1.8B|23.8E9|44.05|54.75|12.97|14.02|30.80|22.97|
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- |Phi-2-2.8B|159.9E9|56.74|34.03|30.74|46.95|44.13|55.42|
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- |LLaMA-2-7B|84.0E9|46.00|34.40|31.57|12.80|32.02|14.10|
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  ||
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- |MiniMA-3B|4.0E9|28.51|28.23|22.50|10.98|31.61|8.11|
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- |MiniChat-3B|4.0E9|38.40|36.48|22.58|18.29|31.36|29.72|
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- |MiniMA-2-1B|13.4E9|46.17|43.91|30.26|22.56|34.95|38.13|
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  |MiniMA-2-3B|13.4E9|40.14|44.65|23.10|14.63|31.43|8.87|
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- |MiniChat-2-3B|13.4E9|46.17|43.91|30.26|22.56|34.95|38.13|
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- |MiniMix-2/4x3B|13.4E9|46.17|43.91|30.26|22.56|34.95|38.13|
 
 
 
 
 
 
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  ## Bibtex
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  **Standard Benchmarks**
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+ ||TFLOPs|MMLU (5-shot)|CEval (5-shot)|DROP (3-shot)|HumanEval (0-shot)|BBH (3-shot)|GSM8K (8-shot)|
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  |--|--|--|--|--|--|--|--|
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+ |LLaMA-MoE-v1-3.5B-4_16|84.0+4.2E9|26.69|24.67|23.40|6.10|30.26|5.38|
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+ |JetMoE-8B|16.5E9|48.24|36.03|30.63|24.39|33.86|40.71|
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+ |DeepSeek-MoE-16B-base|33.6E9|44.64|39.90|29.74|26.83|31.95|17.06|
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+ |MiniCPM-MoE-8x2B|14.4+24.0E9|55.38|54.01|31.39|47.56|37.15|54.81|
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+ |Qwen1.5-MoE-A2.7B|23.8+35.7E9|59.56|79.27|32.87|33.54|39.12|65.13|
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+ |Phixtral-2x2.8B|159.9E9|53.91|32.24|32.28|47.56|44.29|58.53|
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+ |Mixtral-8x7B-v0.1|336.0E9|70.50|53.94|57.74|32.32|48.79|59.59|
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  ||
 
 
 
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  |MiniMA-2-3B|13.4E9|40.14|44.65|23.10|14.63|31.43|8.87|
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+ |MiniMix-2/4x3B-Kickoff|+0.1E9|34.30|33.51|21.34|10.37|30.35|6.60|
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+ |MiniMix-2/4x3B-Biweek1|+2.0E9|41.17|41.75|27.24|15.85|32.17|14.25|
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+ |MiniMix-2/4x3B-Biweek2|+4.0E9|41.35|40.79|28.62|18.90|31.66|13.34|
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+ |MiniMix-2/4x3B-Biweek3|+6.0E9|41.58|44.21|30.68|17.68|32.91|16.07|
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+ |MiniMix-2/4x3B-Biweek4|+8.0E9|43.14|44.21|31.33|18.29|32.61|16.98|
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+ |MiniMix-2/4x3B-Biweek5|+10.0E9|43.75|45.10|32.47|18.29|33.71|21.99|
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+ |MiniMix-2/4x3B-Biweek6|+12.0E9|44.57|45.39|33.35|20.12|33.43|22.52|
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+ |MiniMix-2/4x3B-Release|+12.0E9|44.35|45.77|33.78|18.29|33.60|21.61|
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  ## Bibtex
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