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# **Sombrero-Opus-14B-Sm4**
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Sombrero-Opus-14B-Sm4 is based on the Qwen 2.5 14B modality architecture, designed to enhance coding efficiency and computational reasoning. This model is optimized for streamlined memory usage, avoiding unwanted textual token generation, and excelling in coding, explanatory reasoning, mathematical problem-solving, and technical tasks. It has been fine-tuned using specialized datasets to improve code generation, structured programming logic, and problem-solving capabilities.
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## **Key Improvements**
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1. **Optimized for Coding**: The model specializes in generating high-quality, structured code with minimal redundant tokens, ensuring efficient execution.
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# **Sombrero-Opus-14B-Sm4**
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> Sombrero-Opus-14B-Sm4 is based on the Qwen 2.5 14B modality architecture, designed to enhance coding efficiency and computational reasoning. This model is optimized for streamlined memory usage, avoiding unwanted textual token generation, and excelling in coding, explanatory reasoning, mathematical problem-solving, and technical tasks. It has been fine-tuned using specialized datasets to improve code generation, structured programming logic, and problem-solving capabilities.
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## **Key Improvements**
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1. **Optimized for Coding**: The model specializes in generating high-quality, structured code with minimal redundant tokens, ensuring efficient execution.
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