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@@ -64,10 +64,12 @@ Original work done by [SentenceTransformers](https://www.sbert.net)
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  If you use the Arabic Matryoshka Embeddings Dataset, please cite it as follows:
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  ```bibtex
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- @dataset{nacar2024,
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- author = {Omer Nacar},
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- title = {Arabic Matryoshka Embeddings Dataset - Pair Class Subset},
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- year = 2024,
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- url = {https://huggingface.co/datasets/Omartificial-Intelligence-Space/Arabic-NLi-Pair-Class},
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- version = {1.0.0},
 
 
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  }
 
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  If you use the Arabic Matryoshka Embeddings Dataset, please cite it as follows:
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  ```bibtex
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+ @misc{nacar2024enhancingsemanticsimilarityunderstanding,
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+ title={Enhancing Semantic Similarity Understanding in Arabic NLP with Nested Embedding Learning},
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+ author={Omer Nacar and Anis Koubaa},
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+ year={2024},
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+ eprint={2407.21139},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2407.21139},
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  }