Update README.md

README.md

@@ -16,6 +16,7 @@ language:
 This repository demonstrates how to fine-tune the **Qwen 7B** model to create "Andy," an AI assistant for Minecraft. Using the **Unsloth framework**, this tutorial showcases efficient fine-tuning with 4-bit quantization and LoRA for scalable training on limited hardware.
 
 ## 🚀 Resources  
+
 - **Source Code**: [GitHub Repository](https://github.com/while-basic/mindcraft)
 - **Colab Notebook**: [Colab Notebook](https://colab.research.google.com/drive/1Eq5dOjc6sePEt7ltt8zV_oBRqstednUT?usp=sharing)
 - **Blog Article**: [Walkthrough](https://chris-celaya-blog.vercel.app/articles/unsloth-training)
@@ -34,6 +35,7 @@ This **readme.md** provides step-by-step instructions to:
 ---
 
 ### Key Features  
+
 - **Memory-Efficient Training**: Fine-tune large models on GPUs as low as T4 (Google Colab).  
 - **LoRA Integration**: Modify only key model layers for efficient domain-specific adaptation.  
 - **Minecraft-Optimized Dataset**: Format data using **ChatML templates** for seamless integration.  
@@ -42,6 +44,7 @@ This **readme.md** provides step-by-step instructions to:
 ---
 
 ## Prerequisites  
+
 - **Python Knowledge**: Familiarity with basic programming concepts.  
 - **GPU Access**: T4 (Colab Free Tier) is sufficient; higher-tier GPUs like V100/A100 recommended.  
 - **Optional**: [Hugging Face Account](https://huggingface.co/) for model sharing.
@@ -156,6 +159,7 @@ model.save_pretrained("andy_minecraft_assistant")
 ---
 
 ## Optimization Tips  
+
 - Expand the dataset for broader Minecraft scenarios.  
 - Adjust training steps for better accuracy.  
 - Fine-tune inference parameters for more natural responses.
@@ -164,4 +168,16 @@ model.save_pretrained("andy_minecraft_assistant")
 
 For more details on **Unsloth** or to contribute, visit [Unsloth GitHub](https://github.com/unslothai/unsloth).  
 
-Happy fine-tuning! 🎮
+Happy fine-tuning! 🎮
+
+## Citation
+
+@misc{celaya2025minecraft,
+  author = {Christopher B. Celaya},
+  title = {Efficient Fine-Tuning of Large Language Models - A Minecraft AI Assistant Tutorial},
+  year = {2025},
+  publisher = {GitHub},
+  journal = {GitHub repository},
+  howpublished = {\url{https://github.com/kolbytn/mindcraft}},
+  note = {\url{https://chris-celaya-blog.vercel.app/articles/unsloth-training}}
+}