Update README.md

Citations are reformatted.

README.md

@@ -370,9 +370,12 @@ You can finetune this model on your own dataset.
 
 ## Citation
 
-### BibTeX
+
 
 #### Redis Langcache-embed Models
+
+We encourage you to cite our work if you use our models or build upon our findings.
+
 ```bibtex
 @inproceedings{langcache-embed-v1,
     title = "Advancing Semantic Caching for LLMs with Domain-Specific Embeddings and Synthetic Data",
@@ -396,10 +399,7 @@ You can finetune this model on your own dataset.
     publisher = "Association for Computational Linguistics",
     url = "https://arxiv.org/abs/1908.10084",
 }
-```
 
-
-```bibtex
 @misc{kusupati2024matryoshka,
     title={Matryoshka Representation Learning},
     author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
@@ -408,10 +408,7 @@ You can finetune this model on your own dataset.
     archivePrefix={arXiv},
     primaryClass={cs.LG}
 }
-```
 
-
-```bibtex
 @misc{gao2021scaling,
     title={Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup},
     author={Luyu Gao and Yunyi Zhang and Jiawei Han and Jamie Callan},
@@ -422,6 +419,11 @@ You can finetune this model on your own dataset.
 }
 ```
 
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 ## Glossary