Update README.md

README.md

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 # The State of Multilingual LLM Safety Research: From Measuring the Language Gap to Mitigating It
 We present a comprehensive analysis of the linguistic diversity of LLM safety research, highlighting the English-centric nature of the field. Through a systematic review of nearly 300 publications from 2020–2024 across major NLP conferences and workshops at ∗ACL, we identify a significant and growing language gap in LLM safety research, with even high-resource non-English languages receiving minimal attention. 
 
-- **Paper:** TODO
+- **Paper:** https://arxiv.org/abs/2505.24119
 
 ### Dataset Description
 
@@ -57,7 +57,14 @@ Current version of the dataset consists of annotations for conference and worksh
 
 ## Citation
 
-TODO
+```
+@article{yong2025safetysurvey,
+  title={The State of Multilingual LLM Safety Research: From Measuring the Language Gap to Mitigating It}, 
+  author={Zheng-Xin Yong and Beyza Ermis and Marzieh Fadaee and Stephen H. Bach and Julia Kreutzer},
+  year={2025},
+  journal={arXiv preprint arXiv:2505.24119},
+}
+```
 
 ## Dataset Card Authors