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Update howto.md
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howto.md
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@@ -10,13 +10,13 @@ GemMoE-Beta-1 will continue to serve as the repository for the `modeling_files`
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I'm introducing two new models:
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1. **Crystalcareai/GemMoE-Base-Hidden**
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- This is a new MoE created using an improved method that I will explain below.
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- It utilizes a hidden gate and shows strong potential.
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- The model has not been altered and requires finetuning to reach its full potential.
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- If you're looking to achieve great performance with relatively minimal training, this is an excellent starting point.
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2. **Crystalcareai/GemMoE-Base-Random**
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- This model was created using the same merge method as GemMoE-Base-Hidden, but with a RANDOM gate.
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- It randomly selects the experts during the merging process.
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- With finetuning, the model learns to choose the appropriate experts naturally, potentially leading to better results compared to GemMoE-Base-Hidden.
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I'm introducing two new models:
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1. [**Crystalcareai/GemMoE-Base-Hidden**](https://huggingface.co/Crystalcareai/GemMoE-Base-Hidden)
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- This is a new MoE created using an improved method that I will explain below.
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- It utilizes a hidden gate and shows strong potential.
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- The model has not been altered and requires finetuning to reach its full potential.
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- If you're looking to achieve great performance with relatively minimal training, this is an excellent starting point.
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2. [**Crystalcareai/GemMoE-Base-Random**](https://huggingface.co/Crystalcareai/GemMoE-Base-Random)
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- This model was created using the same merge method as GemMoE-Base-Hidden, but with a RANDOM gate.
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- It randomly selects the experts during the merging process.
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- With finetuning, the model learns to choose the appropriate experts naturally, potentially leading to better results compared to GemMoE-Base-Hidden.
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