Update README.md

README.md

@@ -28,9 +28,9 @@ Phi-3 Mini is a transformer-based language model fine-tuned to generate SQL quer
 - **Model type:** Transformer-based Language Model for SQL Generation
 - **Language(s) (NLP):** English (and SQL)
 - **License:** MIT
-- **Finetuned from model [optional]:** Phi-3-mini-4k-instruct base model
+- **Finetuned from model :** Phi-3-mini-4k-instruct base model
 
-### Model Sources [optional]
+### Model Sources 
 
 <!-- Provide the basic links for the model. -->
 
@@ -42,7 +42,7 @@ Phi-3 Mini is a transformer-based language model fine-tuned to generate SQL quer
 
 Phi-3 Mini can be used to translate natural language instructions into SQL queries, making it a powerful tool for database querying and management. Users can input descriptive text, and the model will generate the corresponding SQL commands.
 
-### Downstream Use [optional]
+### Downstream Use 
 
 This model can be integrated into applications such as chatbots or virtual assistants that interact with databases. It can also be used in tools designed for automatic query generation based on user-friendly descriptions.
 
@@ -192,7 +192,7 @@ After fine-tuning, the updated model and tokenizer were saved locally and then u
 
 <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
 
-#### Preprocessing [optional]
+#### Preprocessing 
 
 Ignore columns other than "sql_prompt", "sql_context", "sql" from the dataset.