update citations referecnes

README.md

@@ -384,19 +384,26 @@ Phase `2` produces a finetuned `STS` model based on the model from phase `1`, wi
 - Datasets: 3.0.1
 - Tokenizers: 0.20.1
 
-#### Sentence Transformers Citation
+### Citation:
+
+#### BibTeX:
+
 ```bibtex
-@inproceedings{reimers-2019-sentence-bert,
-    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
-    author = "Reimers, Nils and Gurevych, Iryna",
-    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
-    month = "11",
-    year = "2019",
-    publisher = "Association for Computational Linguistics",
-    url = "https://arxiv.org/abs/1908.10084",
+@misc{silma2024embedding,
+  author = {Abu Bakr Soliman, Karim Ouda, Silma AI},
+  title = {Silma Embedding STS 0.1},
+  year = {2024},
+  publisher = {Hugging Face},
+  howpublished = {\url{https://huggingface.co/silma-ai/silma-embeddding-sts-0.1}},
 }
 ```
 
+#### APA:
+
+```apa
+Abu Bakr Soliman, Karim Ouda, Silma AI. (2024). Silma Embedding STS 0.1 [Model]. Hugging Face. https://huggingface.co/silma-ai/silma-embeddding-sts-0.1
+```
+
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 ## Glossary