Update README.md

README.md

@@ -23,7 +23,7 @@ pipeline_tag: text-generation
   <a href="https://github.com/agentica-project/rllm" style="margin: 2px;">
     <img alt="Code" src="https://img.shields.io/badge/RLLM-000000?style=for-the-badge&logo=github&logoColor=000&logoColor=white" style="display: inline-block; vertical-align: middle;"/>
   </a>
-  <a href="https://www.google.com" target="_blank" style="margin: 2px;">
+  <a href="https://pretty-radio-b75.notion.site/DeepCoder-A-Fully-Open-Source-14B-Coder-at-O3-mini-Level-1cf81902c14680b3bee5eb349a512a51" target="_blank" style="margin: 2px;">
     <img alt="Blog" src="https://img.shields.io/badge/Notion-%23000000.svg?style=for-the-badge&logo=notion&logoColor=white" style="display: inline-block; vertical-align: middle;"/>
   </a>
   <a href="https://x.com/Agentica_" style="margin: 2px;">
@@ -39,7 +39,7 @@ pipeline_tag: text-generation
 ## DeepCoder Overview
 DeepCoder-14B-Preview is a code reasoning LLM fine-tuned from DeepSeek-R1-Distilled-Qwen-14B using distributed reinforcement learning (RL) to scale up to long context lengths. The model achieves 60.6% Pass@1 accuracy on LiveCodeBench v5 (8/1/24-2/1/25), representing a 8% improvement over the base model (53%) and achieving similar performance to OpenAI's o3-mini with just 14B parameters.
 
-<div style="width: 50%;margin: 0 auto;">
+<div style="margin: 0 auto;">
   <img src="https://cdn-uploads.huggingface.co/production/uploads/654037be97949fd2304aab7f/r3-vzkItOCrMf1qldW0Mj.png" style="width: 100%;" />
 </div>
 
@@ -111,4 +111,11 @@ This permissive license ensures that researchers, developers, and enthusiasts wo
 
 ## Citation 
 ```bibtex
+@misc{deepcoder2025,
+  title={DeepCoder: A Fully Open-Source 14B Coder at O3-mini Level},
+  author={Michael Luo, Sijun Tan, Roy Huang, Xiaoxiang Shi, Rachel Xin, Colin Cai, Ameen Patel, Alpay Ariyak, Qingyang Wu, Ce Zhang, Li Erran Li, Raluca Ada Popa, Ion Stoica, Tianjun Zhang},
+  howpublished={\url{https://pretty-radio-b75.notion.site/DeepCoder-A-Fully-Open-Source-14B-Coder-at-O3-mini-Level-1cf81902c14680b3bee5eb349a512a51}},
+  note={Notion Blog},
+  year={2025}
+}
 ```