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@@ -70,7 +70,6 @@ UML Generator is an **experimental reasoning finetune:**
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  - the assistant performs multi-step reasoning during the thinking phase, before producing a user response containing only the XMI code block.
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  - request the assistant to "Generate UML" and describe the situation to be analyzed in order to prompt for the [UML Generator Format;](https://huggingface.co/datasets/sequelbox/UML-Generator-Dataset-DeepSeek-V3.2) see the example script below for examples. Focus on clearly articulating your requirements and allow the UML generator to perform analysis and generate your XMI file.
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  - structural validation of outputs is strongly recommended for production contexts. the reasoning section contains four reasoning steps and the final user response contains only XMI code.
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- - we generally recommend reasoning level high for all chats.
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  Example inference script to get started:
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  - the assistant performs multi-step reasoning during the thinking phase, before producing a user response containing only the XMI code block.
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  - request the assistant to "Generate UML" and describe the situation to be analyzed in order to prompt for the [UML Generator Format;](https://huggingface.co/datasets/sequelbox/UML-Generator-Dataset-DeepSeek-V3.2) see the example script below for examples. Focus on clearly articulating your requirements and allow the UML generator to perform analysis and generate your XMI file.
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  - structural validation of outputs is strongly recommended for production contexts. the reasoning section contains four reasoning steps and the final user response contains only XMI code.
 
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  Example inference script to get started:
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