Datasets:
Tasks:
Sentence Similarity
Modalities:
Text
Formats:
csv
Languages:
Arabic
Size:
100K - 1M
ArXiv:
Tags:
sentence-transformers
License:
| license: apache-2.0 | |
| task_categories: | |
| - sentence-similarity | |
| language: | |
| - ar | |
| size_categories: | |
| - 100K<n<1M | |
| tags: | |
| - sentence-transformers | |
| # Arabic NLI Pair-Score | |
| ## Dataset Summary | |
| - The Arabic Version of SNLI and MultiNLI datasets. (Pair-Score Subset) | |
| - Originally used for Natural Language Inference (NLI), | |
| - Dataset may be used for training/finetuning an embedding model for semantic textual similarity. | |
| ## Pair-Class Subset | |
| - Columns: "sentence1", "sentence2", "score" | |
| - Column types: str, str, float | |
| ## Arabic Examples: | |
| ```python | |
| { | |
| "sentence1": "شخص على حصان يقفز فوق طائرة معطلة", | |
| "sentence2": "شخص يقوم بتدريب حصانه للمنافسة", | |
| "score": 0.5, | |
| }, | |
| { | |
| "sentence1": "شخص على حصان يقفز فوق طائرة معطلة", | |
| "sentence2": "شخص في مطعم، يطلب عجة.", | |
| "score": 0, | |
| }, | |
| { | |
| "sentence1": "شخص على حصان يقفز فوق طائرة معطلة", | |
| "sentence2": "شخص في الهواء الطلق، على حصان.", | |
| "score": 1, | |
| } | |
| ``` | |
| ## Disclaimer | |
| Please note that the translated sentences are generated using neural machine translation and may not always convey the intended meaning accurately. | |
| ## Contact | |
| [Contact Me](https://www.omarai.co) if you have any questions or you want to use thid dataset | |
| ## Note | |
| Original work done by [SentenceTransformers](https://www.sbert.net) | |
| ## Citation | |
| If you use the Arabic Matryoshka Embeddings Dataset, please cite it as follows: | |
| ```bibtex | |
| @misc{nacar2024enhancingsemanticsimilarityunderstanding, | |
| title={Enhancing Semantic Similarity Understanding in Arabic NLP with Nested Embedding Learning}, | |
| author={Omer Nacar and Anis Koubaa}, | |
| year={2024}, | |
| eprint={2407.21139}, | |
| archivePrefix={arXiv}, | |
| primaryClass={cs.CL}, | |
| url={https://arxiv.org/abs/2407.21139}, | |
| } |