Update README.md

README.md

@@ -4,4 +4,18 @@ base_model:
 - meta-llama/Llama-3.1-8B-Instruct
 ---
 # Finetune-RAG Model Checkpoints
-This repository contains model checkpoints from the [Finetune-RAG](https://github.com/Pints-AI/Finetune-Bench-RAG) project, which aims to tackle hallucination in retrieval-augmented LLMs. Checkpoints here are saved at steps 12, 14, 16, 18, and 20 from baseline-format fine-tuning of Llama-3.1-8B-Instruct on Finetune-RAG.
+This repository contains model checkpoints from the [Finetune-RAG](https://github.com/Pints-AI/Finetune-Bench-RAG) project, which aims to tackle hallucination in retrieval-augmented LLMs. Checkpoints here are saved at steps 12, 14, 16, 18, and 20 from baseline-format fine-tuning of Llama-3.1-8B-Instruct on Finetune-RAG.
+
+## Paper & Citation
+
+```latex
+@misc{lee2025finetuneragfinetuninglanguagemodels,
+      title={Finetune-RAG: Fine-Tuning Language Models to Resist Hallucination in Retrieval-Augmented Generation}, 
+      author={Zhan Peng Lee and Andre Lin and Calvin Tan},
+      year={2025},
+      eprint={2505.10792},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2505.10792}, 
+}
+```