Update README.md

README.md

@@ -152,6 +152,28 @@ A second phase followed, resetting the learning rate to `1e-6` with a linear dec
 ![Correct Reward](./imgs/grpo_2_correct_reward.png)
 ![Tot Reward](./imgs/grpo_2_tot_reward.png)
 
+## Citation
+
+If you use this model or parts of this work, please consider citing the references below.
+
+## References
+
+* Qwen/Qwen2-5-Coder-3B-Instruct
+  [https://huggingface.co/Qwen/Qwen2-5-Coder-3B-Instruct](https://huggingface.co/Qwen/Qwen2-5-Coder-3B-Instruct)
+
+* Group Relative Policy Optimization (GRPO):
+  [https://arxiv.org/abs/2205.13636](https://arxiv.org/abs/2205.13636)
+
+* Unsloth – Fast and memory-efficient fine-tuning via QLoRA
+  [https://github.com/unslothai/unsloth](https://github.com/unslothai/unsloth)
+
+* Hugging Face Transformers
+  [https://github.com/huggingface/transformers](https://github.com/huggingface/transformers)
+
+
+
+
+