Update README.md

README.md

@@ -3,7 +3,7 @@ license: cc-by-2.0
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 # World Knowledge Dataset
 
-This training model and dataset is the official artifact for the paper **[Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration](https://huggingface.co/papers/2604.18131)**.
+This training model and dataset are the official artifact for the paper **[Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration](https://huggingface.co/papers/2604.18131)**.
 
 ## 📄 Paper Information
 - **Title:** Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration
@@ -17,7 +17,7 @@ The official codebase for the web-agent pipeline, including data generation, pre
 
 
 ## 📝 Citation
-If you use this dataset or our code, please cite our paper:
+If you use this repo or our code, please cite our paper:
 
 ```bibtex
 @article{zhang2026training,