Update README.md

README.md

@@ -38,14 +38,14 @@ This model has been finetuned with `b-mc2/sql-create-context` on `microsoft/phi-
 - **Model type:** CASUAL_LM
 - **Language(s) (NLP):** English, SQL
 - **License:** MIT
-- **Finetuned from model [optional]:** [microsoft/phi-2](https://huggingface.co/microsoft/phi-2)
+- **Finetuned from model:** [microsoft/phi-2](https://huggingface.co/microsoft/phi-2)
 
-### Model Sources [optional]
+### Model Sources
 
 <!-- Provide the basic links for the model. -->
 
 - **Repository:** [pavankumarbalijepalli/pr-phi2-vs-defog](https://github.com/pavankumarbalijepalli/pr-phi2-vs-defog/)
-- **Paper [optional]:** [BITS Project Paper](https://github.com/pavankumarbalijepalli/pr-phi2-vs-defog/blob/main/2021SC04115%20-%20Final.pdf)
+- **Paper :** [BITS Project Paper](https://github.com/pavankumarbalijepalli/pr-phi2-vs-defog/blob/main/2021SC04115%20-%20Final.pdf)
 
 ## Uses
 
@@ -156,7 +156,6 @@ Users (both direct and downstream) should be made aware of the risks, biases and
 
 <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
 
-[More Information Needed]
 ```
 @misc{b-mc2_2023_sql-create-context,
   title   = {sql-create-context Dataset},
@@ -235,7 +234,7 @@ Carbon emissions can be estimated using the [Machine Learning Impact calculator]
 - **Carbon Emitted:** 2.52 kg eq. CO2
 
 
-## Citation [optional]
+## Citation
 
 <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->