Update README.md

README.md

@@ -24,7 +24,7 @@ This model performs Handwritten Text Recognition in Chinese.
 
 ## Model description
 
-The model was trained using the PyLaia library on the [CASIA-HWDB1](http://www.nlpr.ia.ac.cn/databases/handwriting/Offline_database.html) document images.
+The model was trained using the PyLaia library on the [CASIA-HWDB2](http://www.nlpr.ia.ac.cn/databases/handwriting/Offline_database.html) document images.
 
 Training images were resized with a fixed height of 128 pixels, keeping the original aspect ratio.
 
@@ -45,11 +45,11 @@ The model achieves the following results:
 | test  | no             | 4.61       | 10,449    |
 | test  | yes            | 1.53       | 10,449    |
 
-## How to use
+## How to use?
 
 Please refer to the [documentation](https://atr.pages.teklia.com/pylaia/).
 
-## Cite us
+## Cite us!
 
 ```bibtex
 @inproceedings{pylaia-lib,