Update README.md

README.md

@@ -48,11 +48,11 @@ configs:
     path: data/s5_arqna-*
 ---
 
-# Silma Arabic Triplets Dataset - `v1.0`
+# SILMA Arabic Triplets Dataset - `v1.0`
 
 
 ## Overview
-The **Silma Arabic Triplets Dataset - v1.0** is a high-quality, diverse dataset specifically curated 
+The **SILMA Arabic Triplets Dataset - v1.0** is a high-quality, diverse dataset specifically curated 
 for training and training embedding models for **semantic search** tasks
 in the Arabic language. 
 
@@ -157,7 +157,7 @@ A small QnA Arabic triplets dataset.
 
 ## Column Descriptions
 
-Each dataset in the **Silma Arabic Triplets Dataset - v1.0** contains the following columns:
+Each dataset in the **SILMA Arabic Triplets Dataset - v1.0** contains the following columns:
 
 ### `anchor`
 - **Description:** The main reference sentence or query in the triplet. It serves as the anchor point to which the positive and negative samples are compared.