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+ ---
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+ license: apache-2.0
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+ task_categories:
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+ - sentence-similarity
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+ language:
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+ - ar
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+ tags:
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+ - sentence-transformers
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+ size_categories:
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+ - 1K<n<10K
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+ ---
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+
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+
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+ ## Arabic STSB Structure
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+
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+ - The Arabic Version of the the Semantic Textual Similarity Benchmark (Cer et al., 2017)
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+ - it is a collection of sentence pairs drawn from news headlines, video and image captions, and natural language inference data.
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+ - Each pair is human-annotated with a similarity score from 1 to 5. However, for this variant, the similarity scores are normalized to between 0 and 1.
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+
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+ Examples:
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+
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+ ```python
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+ {
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+ "sentence1": "طائرة ستقلع",
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+ "sentence2": "طائرة جوية ستقلع",
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+ "score": 1.0
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+ }
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+
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+ {
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+ "sentence1": "رجل يعزف على ناي كبير",
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+ "sentence2": "رجل يعزف على الناي.",
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+ "score": 0.76
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+ }
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+ ```
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+
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+ ## Collection strategy:
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+ - Reading the sentences and score from the STSB dataset and dividing the score by 5.
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+ - Deduplified: No
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+
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+ ## Disclaimer
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+ Please note that:
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+ - the translated sentences are generated using neural machine translation and may not always convey the intended meaning accurately.
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+ - the similarity scores are normalized, and the original scores were between 1 and 5.
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+
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+ ## Contact
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+ [Contact Me](https://www.omarai.co) if you have any questions or you want to use thid dataset
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+
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+ ## Note
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+
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+ Original work done by [SentenceTransformers](https://www.sbert.net)
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+
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+ ## Citation
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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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+
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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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+ }
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