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README.md

@@ -23,4 +23,19 @@ The datasets used for evaluating all models can be found in the `datasets/raw` f
 
 ## Usage
 
-Please refer to [GitHub page](https://github.com/NJUDeepEngine/CAEF) for details.
+Please refer to [GitHub page](https://github.com/NJUDeepEngine/CAEF) for details.
+
+## Citation
+
+If you use CAEF for your research, please cite our [paper](https://arxiv.org/abs/2410.07896):
+```bibtex
+@misc{lai2024executing,
+      title={Executing Arithmetic: Fine-Tuning Large Language Models as Turing Machines}, 
+      author={Junyu Lai and Jiahe Xu and Yao Yang and Yunpeng Huang and Chun Cao and Jingwei Xu},
+      year={2024},
+      eprint={2410.07896},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2410.07896}, 
+}
+```