Update README.md

README.md

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-# Dataset Card for RAGuard
+# Dataset Card for ```RAGuard```
 
 
 ## Dataset Details
 
-A fact-checking dataset designed to evaluate the robustness of RAG systems against misleading retrievals.
+``````RAGuard``` is a fact-checking dataset designed to evaluate the robustness of RAG systems against misleading retrievals.
 ```RAGuard``` consists of 2,648 political claims made by U.S. presidential candidates (2000–2024), each labeled as either *true* or *false*, and a knowledge base comprising 16,331 documents. Each claim is linked to a set
 of associated documents, categorized as *supporting*, *misleading*, or *irrelevant*
 
@@ -32,16 +32,27 @@ of associated documents, categorized as *supporting*, *misleading*, or *irreleva
 
 1. Document ID
 2. Title: Reddit post title
-3. Full Text
+3. Full Text: Content of the document
 4. Claim ID: ID of the corresponding claim
 5. Document Label: Label for the document's label to the claim, either *supporting*, *misleading*, or *irrelevant*
 6. Link
 
 ### Dataset Source and Usage
 
-- See Section 2.4 of the **Preprint** \[To Be Released] for supported tasks
+- See Section 2.4 of the **Preprint** \[To Be Released\] for supported tasks
 
+# Citation
+If you use this dataset, please cite our paper:
+
+```
+@misc{zeng2025worsethanzeroshot,
+  author    = {Linda Zeng and Rithwik Gupta and Divij Motwani and Diji Yang and Yi Zhang},
+  title     = {Worse than Zero-shot? A Fact-Checking Dataset for Evaluating the Robustness of RAG Against Misleading Retrievals},
+  journal   = {Preprint},
+  year      = {2025},
+  url       = {To Be Released}
+}
+```
 # Disclaimer
 
-This dataset has been constructed from information that publically available on the Internet.
-It contains discussion of sensitive political topics that some may find offensive.
+This dataset has been compiled from publicly available sources on the Internet. It may contain discussions on sensitive political topics, including viewpoints that some individuals may find controversial or offensive. The inclusion of any content does not imply endorsement of any views expressed. Users are advised to exercise discretion and ensure compliance with applicable ethical guidelines and legal frameworks when using this dataset.