Update README.md

README.md

@@ -158,3 +158,29 @@ configs:
   - split: train
     path: persona/train-*
 ---
+# MAPS: Multilingual Agent Perspective Survey
+
+Check out our Multilingual Society Simulation research paper at [arXiv](https://arxiv.org/pdf/2512.07195), and code implementation at [GitHub](https://github.com/magicgh/MASim).
+
+## Get Started
+```py
+from datasets import load_dataset
+
+def load_global_opinions_question():
+    ds = load_dataset("magicgh/MAPS", "opinion", split="train")
+    return ds
+
+def load_global_opinions_persona():
+    ds = load_dataset("magicgh/MAPS", "persona", split="train")
+    return ds
+```
+
+## Citation
+```
+@article{masim,
+  title={MASim: Multilingual Agent-Based Simulation for Social Science},
+  author={Zhang, Xuan and Zhang, Wenxuan and Wang, Anxu and Ng, See-Kiong and Deng, Yang},
+  journal={arXiv preprint arXiv:2512.07195},
+  year={2025}
+}
+```