Update README.md

README.md

@@ -14,7 +14,7 @@ base_model:
 
 # mhaseeb1604/bge-m3-law
 
-This model is a fine-tuned version of the [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3) model, specialized for sentence similarity tasks on Arabic legal texts in both Arabic and English. It maps sentences and paragraphs to a 1024-dimensional dense vector space, which is useful for tasks like clustering, semantic search, and more.
+This model is a fine-tuned version of the [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3) model, which is specialized for sentence similarity tasks in Arabic legal texts in both Arabic and English. It maps sentences and paragraphs to a 1024-dimensional dense vector space, useful for tasks like clustering, semantic search, and more.
 
 ## Model Overview
 
@@ -77,13 +77,13 @@ SentenceTransformer(
 )
 ```
 
-- **Transformer Layer**: Uses XLM-Roberta model with max sequence length of 8192.
+- **Transformer Layer**: Uses XLM-Roberta model with a max sequence length of 8192.
 - **Pooling Layer**: Utilizes CLS token pooling to generate sentence embeddings.
 - **Normalization Layer**: Ensures normalized output vectors for better performance in similarity tasks.
 
 ## Citing & Authors
 
-If you find this repository useful, please consider giving a star :star: and citation
+If you find this repository useful, please consider giving a star : and citation
 
 ```bibtex
 @misc {muhammad_haseeb_2024,