Update README.md

README.md

@@ -6,6 +6,7 @@ language:
 library_name: transformers
 tags:
 - text-generation-inference
+license: mit
 ---
 ## Model Overview
 The **qqp_kz** model is a state-of-the-art paraphrasing tool tailored for the Kazakh language. It is built upon the **humarin/chatgpt_paraphraser_on_T5_base model**, inheriting its robust architecture and adapting it for the nuances of Kazakh.
@@ -68,13 +69,16 @@ trainer.train()
 ```
 
 ### Usage
-The **qqp_kz** model is ideal for various NLP applications requiring paraphrasing in Kazakh, including but not limited to, content creation, translation enhancements, and linguistic research.
+The **qqp_kz** model is specifically designed for paraphrasing in the Kazakh language. It is highly suitable for a variety of NLP tasks such as content creation, enhancing translations, and linguistic research.
 
-To use the model:
+To utilize the model:
 
 - Install the transformers library.
 - Load the model using the Hugging Face API.
 - Input your Kazakh text for paraphrasing.
-  
+
+### Example Deployment
+For a practical demonstration of the model in action, please refer to our Google Colab notebook. This notebook provides a comprehensive example of how to infer with the qqp_kz model.
+
 ### Contributions and Feedback
-Contributions to this model are welcome. For any feedback or queries, please open an issue in the repository.
+We welcome contributions to the qqp_kz model. If you have suggestions, improvements, or encounter any issues, please feel free to open an issue in the repository.