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README.md
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- **Optimizer**: Diloco/LocalSGD - Inner Optimizer: AdamW, Outer Optmizer: Nesterov SGD
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**Performance on benchmarks**
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| Model | Size | Tokens | MMLU | GPQA | GSM8K | ARC-C | Hellaswag |
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| INTELLECT-
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| Pythia-12B | 12B | 300B | 26.5 | 24.33 | 4.09 | 40.61 | 68.83 |
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| LLM360-Amber | 7B | 1.3T | 24.5 | 27.01 | 4.3 | 42.75 | 74.08 |
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## **Citations**
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If you use this model in your research, please cite it as follows:
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- **Optimizer**: Diloco/LocalSGD - Inner Optimizer: AdamW, Outer Optmizer: Nesterov SGD
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**Performance on benchmarks**
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| Model | Size | Tokens | MMLU | GPQA | GSM8K | ARC-C | Hellaswag |
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| INTELLECT-Instruct | 10B | 1T | 49.89 | 28.32 | 38.58 | 54.52 | 71.42 |
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| MPT-7B-Chat | 7B | 1T | 36.29 | 26.79 | 8.26 | 51.02 | 75.88 |
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| Falcon-7B-Instruct | 7B | 1.5T | 25.21 | 26.34 | 4.93 | 45.82 | 70.61 |
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| LLM360-AmberChat | 7B | 1.4T | 36.02 | 27.23 | 6.14 | 43.94 | 73.94 |
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| LLaMA2-7B-Chat | 7B | 2T | 47.20 | 28.57 | 23.96 | 53.33 | 78.69 |
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| LLaMA2-13B-Chat | 13B | 2T | 53.51 | 28.35 | 37.15 | 59.73 | 82.47 |
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## **Citations**
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If you use this model in your research, please cite it as follows:
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