Update README.md

README.md

@@ -16,6 +16,7 @@ size_categories:
 # 🧠 CalliReader: Contextualizing Chinese Calligraphy via an Embedding-aligned Vision Language Model
 <div align="center">
   <a href="https://github.com/LoYuXr/CalliReader">📂 Code</a>
+  <a href="https://arxiv.org/pdf/2503.06472">📄 Paper</a>
 </div>
 
 **CalliBench** is aimed to comprehensively evaluate VLMs' performance on the recognition and understanding of Chinese calligraphy. 
@@ -33,7 +34,7 @@ size_categories:
   * Certain samples include **contextual VQA**.
 
 ## 🧪 How To Use
-**.parqeut** files of different tiers can be found in the sub-folders of **data**. **Pandas** can be used to parse and further process those files.
+All **.parqeut** files of different tiers can be found in the sub-folders of **data**. **Pandas** can be used to parse and further process those files.
 
 For example, to load a sample and convert its image into a .jpg file: 
 ```