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README.md
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# palmer
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This model is a "MErging of Experts" (MEoE) fine-tuned to be biased as an assistant without using any prompts—as a result of these efforts—palmer is better than babbage-002 at most tasks and competitive to qwen-1.8b on most benchmarks despite being 40% smaller.
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MMLU ARC-C OBQA HellaSwag PIQA Winogrande Average
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tinyllama-chat | 0.2470 | 0.3285 | 0.3740 | 0.6037 | 0.7448 | 0.6022 | 0.4833 |
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zyte-1b | 0.2397 | 0.3353 | 0.3700 | 0.6086 | 0.7541 | 0.5998 | 0.4845 |
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palmer-003 | 0.2534 | 0.3370 | 0.3740 | 0.6128 | 0.7486 | 0.6535 | 0.4965 |
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qwen-1-8 | 0.4536 | 0.3490 | 0.3320 | 0.5876 | 0.7307 | 0.5896 | 0.5070 |
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This work constitutes an advancement towards SMLs being easily powered by edge devices like mobile phones, raspberry pis and automated software/robots. Aditionally, palmer-003 deviates its main philosophy from palmer-family to become a more powerful model with more data instead of less.
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# palmer
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This model is a "MErging of Experts" (MEoE) fine-tuned to be biased as an assistant without using any prompts—as a result of these efforts—palmer is better than babbage-002 at most tasks and competitive to qwen-1.8b on most benchmarks despite being 40% smaller.
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```
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MMLU ARC-C OBQA HellaSwag PIQA Winogrande Average
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tinyllama-chat | 0.2470 | 0.3285 | 0.3740 | 0.6037 | 0.7448 | 0.6022 | 0.4833 |
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zyte-1b | 0.2397 | 0.3353 | 0.3700 | 0.6086 | 0.7541 | 0.5998 | 0.4845 |
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palmer-003 | 0.2534 | 0.3370 | 0.3740 | 0.6128 | 0.7486 | 0.6535 | 0.4965 |
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qwen-1-8 | 0.4536 | 0.3490 | 0.3320 | 0.5876 | 0.7307 | 0.5896 | 0.5070 |
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```
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This work constitutes an advancement towards SMLs being easily powered by edge devices like mobile phones, raspberry pis and automated software/robots. Aditionally, palmer-003 deviates its main philosophy from palmer-family to become a more powerful model with more data instead of less.
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