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@@ -28,16 +28,6 @@ This specific repository contains the **10B parameter model**, refined with **Di
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  **Note:** This set of model parameters is specifically formatted for the 🤗 Transformers library! If you want to use Evolla with our [original custom repository](https://github.com/westlake-repl/Evolla), please check [Evolla-10B](https://huggingface.co/westlake-repl/Evolla-10B) or [Evolla-10B-DPO](https://huggingface.co/westlake-repl/Evolla-10B-DPO).
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- ## Comparative Analysis
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- In our paper, we conducted a comparative analysis against two state-of-the-art general-purpose language models: `Deepseek-v3` and `gpt-4o-2024-11-20`. Evolla demonstrates expert-level insights and significantly outperforms general LLMs in protein functional inference.
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- | Model | Mean GPT score (± 95% confidence interval) |
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- | :--- | :--- |
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- | **Evolla** | **74.10 ± 0.81** |
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- | Deepseek-v3 | 40.49 ± 0.56 |
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- | gpt-4o-2024-11-20 | 37.07 ± 0.54 |
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  ## Usage with 🤗 Transformers
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  You can load and use `Evolla-10B-DPO-hf` directly using the standard Hugging Face API. Please ensure that your `aa_seq` and `foldseek` sequences have the exact same length.
 
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  **Note:** This set of model parameters is specifically formatted for the 🤗 Transformers library! If you want to use Evolla with our [original custom repository](https://github.com/westlake-repl/Evolla), please check [Evolla-10B](https://huggingface.co/westlake-repl/Evolla-10B) or [Evolla-10B-DPO](https://huggingface.co/westlake-repl/Evolla-10B-DPO).
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  ## Usage with 🤗 Transformers
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  You can load and use `Evolla-10B-DPO-hf` directly using the standard Hugging Face API. Please ensure that your `aa_seq` and `foldseek` sequences have the exact same length.