Update README.md

README.md

@@ -226,7 +226,7 @@ for dim in [768, 256, 48, 16, 8]:
 scores_df = pd.DataFrame(scores)
 print(scores_df.to_markdown(index=False))
 
-|   dim | valid_top   |   sent1_score |   sent2_score |
+# |   dim | valid_top   |   sent1_score |   sent2_score |
 # |------:|:------------|--------------:|--------------:|
 # |   768 | True        |      0.520329 |    0.00295128 |
 # |   256 | True        |      0.556088 |   -0.017764   |
@@ -312,8 +312,8 @@ SentenceTransformer(
 
 ```bibtex
 @misc{silma2024embedding,
-  author = {Abu Bakr Soliman, Karim Ouda, Silma AI},
-  title = {Silma Embedding Matryoshka 0.1},
+  author = {Abu Bakr Soliman, Karim Ouda, SILMA AI},
+  title = {SILMA Embedding Matryoshka 0.1},
   year = {2024},
   publisher = {Hugging Face},
   howpublished = {\url{https://huggingface.co/silma-ai/silma-embeddding-matryoshka-0.1}},
@@ -323,7 +323,7 @@ SentenceTransformer(
 #### APA:
 
 ```apa
-Abu Bakr Soliman, Karim Ouda, Silma AI. (2024). Silma Embedding Matryoshka STS 0.1 [Model]. Hugging Face. https://huggingface.co/silma-ai/silma-embeddding-matryoshka-0.1
+Abu Bakr Soliman, Karim Ouda, SILMA AI. (2024). SILMA Embedding Matryoshka STS 0.1 [Model]. Hugging Face. https://huggingface.co/silma-ai/silma-embeddding-matryoshka-0.1
 ```
 
 #### Sentence Transformers