Update README.md

README.md

@@ -23,7 +23,8 @@ task_categories:
 **EMS-Knowledge** is a lightweight, retrieval-friendly dataset distilled from
 Emergency Medical Services (EMS) reference materials.  
 Each row contains a short section of text paired with its **file name**, **topic**, and **section title**,
-making it easy to build search / RAG pipelines, create study aids, or ground QA systems.
+making it easy to build search / RAG pipelines, create study aids, or ground QA systems. See more on our [project page](https://uva-dsa.github.io/EMSQA/).
+
 
 This repository includes:
 1. A **tabular split** (single split named `train`) with the following columns:
@@ -67,6 +68,24 @@ This repository includes:
 
 ---
 
+## Citation
+
+If you use EMS-MCQA in your work, please cite:
+
+```bibtex
+@misc{ge2025expertguidedpromptingretrievalaugmentedgeneration,
+  title         = {Expert-Guided Prompting and Retrieval-Augmented Generation for Emergency Medical Service Question Answering},
+  author        = {Xueren Ge and Sahil Murtaza and Anthony Cortez and Homa Alemzadeh},
+  year          = {2025},
+  eprint        = {2511.10900},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.CL},
+  url           = {https://arxiv.org/abs/2511.10900},
+}
+```
+
+---
+
 ## Quick Start
 
 ```python