Update README.md

README.md

@@ -37,11 +37,9 @@ widget:
   - أدور شيلة لونها أزرق فاتح زي السماء.
 pipeline_tag: feature-extraction
 library_name: sentence-transformers
-license: mit
+license: cc-by-nc-4.0
 gated: true
-
-extra_gated_prompt: "Please provide the required information to access this model"
-
+extra_gated_prompt: Please provide the required information to access this model
 extra_gated_fields:
   Full Name:
     type: text
@@ -52,16 +50,14 @@ extra_gated_fields:
   Intended Use:
     type: select
     options:
-      - Research
-      - Education
-      - Commercial Exploration
-      - Academic Project
-      - Other
-
-extra_gated_heading: "Access Request – Provide Required Information"
-extra_gated_description: "Before accessing this model, please complete the form below."
-extra_gated_button_content: "Submit Access Request"
-
+    - Research
+    - Education
+    - Commercial Exploration
+    - Academic Project
+    - Other
+extra_gated_heading: Access Request – Provide Required Information
+extra_gated_description: Before accessing this model, please complete the form below.
+extra_gated_button_content: Submit Access Request
 datasets:
 - Omartificial-Intelligence-Space/SaudiDialect-Triplet-21
 language:
@@ -280,7 +276,23 @@ print("Cosine Similarity:", sim)
 
 ## Citation
 
-### BibTeX
+### 📌 Commercial Use
+Commercial use of this model is **not permitted** under the CC BY-NC 4.0 license.  
+For commercial licensing, partnerships, or enterprise use, please contact:
+
+📩 **[email protected]**  
+
+If you use this model in academic work, please cite:
+
+```bibtex
+@inproceedings{nacar-saber-2025,
+    title = "SAUDI ARABIC EMBEDDING MODEL FOR SEMANTIC SIMILARITY AND RETRIEVAL",
+    author = "Nacar, Omer",
+    year = "2025",
+    url = "https://huggingface.co/Omartificial-Intelligence-Space/SA-STS-Embeddings-0.2B",
+}
+```
+
 
 #### Sentence Transformers
 ```bibtex