Update README.md

README.md

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 license: mit
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 ## Overview
 
-The 'test-deepseek-r1-distill-qwen-1.5b' model is a distilled variant of the DeepSeek architecture, designed to provide efficient natural language understanding and generation capabilities. It leverages the advancements from 'deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B', optimizing performance while reducing computational requirements. This model targets a range of applications, including conversational AI, content generation, and text summarization, making it ideal for integrating into chatbots, virtual assistants, and automated writing tools. Benchmarked for performance, it exhibits strong capabilities in maintaining context, generating coherent responses, and understanding nuanced queries. Overall, it serves as a lightweight yet powerful solution for developers seeking an effective language model for diverse tasks.
+**DeepSeek** developed and released the [DeepSeek R1 Distill Qwen 1.5B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B) model, a distilled version of the Qwen 1.5B language model. It is fine-tuned for high-performance text generation and optimized for dialogue and information-seeking tasks. This model achieves a balance of efficiency and accuracy while maintaining a smaller footprint compared to the original Qwen 1.5B.
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+The model is designed for applications in customer support, conversational AI, and research, prioritizing both helpfulness and safety.
 
 ## Variants
 
 | No | Variant | Cortex CLI command |
 | --- | --- | --- |
-| 1 | [gguf](https://huggingface.co/cortexso/deepseek-r1-distill-qwen-1.5b/tree/main) | cortex run deepseek-r1-distill-qwen-1.5b |
+| 1 | [gguf](https://huggingface.co/cortexso/deepseek-r1-distill-qwen-1.5b/tree/main) | `cortex run deepseek-r1-distill-qwen-1.5b` |
+
 
 ## Use it with Jan (UI)
 
 1. Install **Jan** using [Quickstart](https://jan.ai/docs/quickstart)
 2. Use in Jan model Hub:
-    
+    ```text
     cortexso/deepseek-r1-distill-qwen-1.5b
-    
-
+    ```
 ## Use it with Cortex (CLI)
 
 1. Install **Cortex** using [Quickstart](https://cortex.jan.ai/docs/quickstart)
 2. Run the model with command:
-    
+    ```bash
     cortex run deepseek-r1-distill-qwen-1.5b
-    
-
+    ```
 ## Credits
 
-- **Author:** deepseek-ai
+- **Author:** DeepSeek
 - **Converter:** [Homebrew](https://www.homebrew.ltd/)
-- **Original License:** [License](https://huggingface.co/cortexso/deepseek-r1-distill-qwen-1.5b#license)
+- **Original License:** [License](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B#7-license)
+- **Papers:** [DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning](https://arxiv.org/html/2501.12948v1)