Update README.md

README.md

@@ -23,7 +23,7 @@ The KnowRL framework is designed to address the issue of hallucinations in Large
 
 ## Dataset Description
 
-This dataset is a crucial component for **Stage 2: Knowledgeable Reinforcement Learning (RL)**. It serves as the external knowledge source used to calculate the `Fact Reward`, which evaluates the factuality of the model's reasoning process.
+This dataset is a crucial component for **Stage 2: Knowledgeable Reinforcement Learning (RL)**. It serves as the external **knowledge source** used to calculate the `Fact Reward`, which evaluates the factuality of the model's reasoning process.
 
 * **Purpose**: Provides the grounding knowledge for factuality verification during the RL training stage of the KnowRL framework.
 * **Data Source**: The knowledge base is constructed from a snapshot of English Wikipedia (en.wikipedia.org) from November 1, 2023, containing 6.4 million entries.
@@ -74,6 +74,7 @@ If you find this work useful in your research, please consider citing our paper:
   author={Ren, Baochang and Qiao, Shuofei and Yu, Wenhao and Chen, Huajun and Zhang, Ningyu},
   journal={arXiv preprint arXiv:2506.19807},
   year={2025}
+
 }
 ```