Update README.md

README.md

@@ -113,6 +113,14 @@ This dataset is licensed under the [CC BY 4.0](https://creativecommons.org/licen
 
 ## 🤝 Citation and Contribution
 
-If you utilize the TSAIA dataset in your research or projects, please cite it accordingly.
+If you find this dataset helpful or utilize the dataset in your research or projects, please cite it accordingly.
+```
+@article{ye2025llm,
+  title={When LLM Meets Time Series: Can LLMs Perform Multi-Step Time Series Reasoning and Inference},
+  author={Ye, Wen and Liu, Jinbo and Cao, Defu and Yang, Wei and Liu, Yan},
+  journal={arXiv preprint arXiv:2509.01822},
+  year={2025}
+}
+```
 
 Contributions are welcome! Feel free to submit pull requests or open issues to suggest improvements or add new task samples.