Update README.md

README.md

@@ -38,15 +38,18 @@ plainfact = load_dataset("uzw/PlainFact")
 For detailed information regarding the dataset or factuality evaluation framework, please refer to our [Github repo](https://github.com/zhiwenyou103/PlainQAFact) and paper at https://huggingface.co/papers/2503.08890.
 
 Citation
-If you use data from PlainFact or PlainFact-summary, please cite with the following BibTex entry:
+If you intend to use the data from PlainFact or PlainFact-summary, please kindly cite our work with the following BibTex entry:
 ```
-@misc{you2025plainqafactautomaticfactualityevaluation,
-      title={PlainQAFact: Retrieval-augmented Factual Consistency Evaluation Metric for Biomedical Plain Language Summarization}, 
-      author={Zhiwen You and Yue Guo},
-      year={2025},
-      eprint={2503.08890},
-      archivePrefix={arXiv},
-      primaryClass={cs.CL},
-      url={https://arxiv.org/abs/2503.08890}, 
+@article{YOU2026105019,
+      title = {PlainQAFact: Retrieval-augmented factual consistency evaluation metric for biomedical plain language summarization},
+      journal = {Journal of Biomedical Informatics},
+      volume = {178},
+      pages = {105019},
+      year = {2026},
+      issn = {1532-0464},
+      doi = {https://doi.org/10.1016/j.jbi.2026.105019},
+      url = {https://www.sciencedirect.com/science/article/pii/S1532046426000432},
+      author = {Zhiwen You and Yue Guo},
+      keywords = {Plain language summarization, Factual consistency evaluation, Retrieval-augmented generation, Hallucination, Large language models}
 }
 ```