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| license: apache-2.0 |
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| # Mit-3B |
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| ## Model Description |
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| The Mit series of large language models (LLMs) by WinkingFace is designed to seamlessly integrate intuitive conversational abilities with advanced multi-step reasoning. Unlike conventional AI models that focus solely on generating responses, Mit enhances structured thinking, contextual understanding, and function-calling precision to deliver more accurate and insightful interactions. |
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| Mit models are adaptable, capable of switching between standard conversational tasks and complex reasoning. By incorporating refined logical inference mechanisms, Mit achieves superior accuracy in judgment, decision-making, and long-form analytical tasks. |
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| Built on the open-source Qwen platform, Mit has undergone extensive architectural refinements and performance optimizations to align more effectively with real-world applications. Our fine-tuning efforts emphasize deeper contextual awareness, enhanced response coherence, and improved execution of function-calling, making Mit a powerful and versatile AI system. |
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| ## Requirements |
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| Mit's code is integrated into WinkingFace's custom version of `transformers`, and we recommend using this modified version for optimal compatibility. |
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| To prevent potential errors, such as: |
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| ``` |
| KeyError: 'mit' |
| ``` |
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| install the custom `transformers` package using the following command: |
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| ``` |
| pip install git+https://github.com/WinkingFaceAI/tfm-recooked.git |
| ``` |
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| This ensures seamless functionality and avoids compatibility issues with the model. |
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| ## License |
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| This code repository and the model weights are licensed under the [Apache 2.0 License](https://huggingface.co/WinkingFace/Mit-3B/blob/main/LICENSE). The Mit series is fully compatible with commercial use and allows for modifications and derivative works, including but not limited to distillation for training other LLMs. |
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| Please note that: |
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| Mit-0.5B, Mit-1.5B, Mit-3B, and Mit-7B are derived from the [Qwen series](https://huggingface.co/Qwen), which is also licensed under the [Apache 2.0 License](https://huggingface.co/Qwen/Qwen2.5-1.5B/blob/main/LICENSE). |
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| ## Contact |
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| For any questions or inquiries, feel free to [contact us here 📨](mailto:contact@winkingfacehub.com). |
