Update README.md

README.md

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-## Dataset Description
+## **Arabic Aya (2A) : A Curated Subset of the Aya Collection for Arabic Language Processing**
 
-**Arabic Aya (2A) : A Curated Subset of the Aya Collection for Arabic Language Processing**
+### Dataset Sources & Infos
+- **Data Origin**: Derived from 69 subsets of the original Aya datasets : [CohereForAI/aya_collection](https://huggingface.co/datasets/CohereForAI/aya_collection), [CohereForAI/aya_dataset](https://huggingface.co/datasets/CohereForAI/aya_dataset), and [CohereForAI/aya_evaluation_suite](https://huggingface.co/datasets/CohereForAI/aya_evaluation_suite).
+- **Languages**: Modern Standard Arabic (MSA) and a variety of Arabic dialects ( 'arb', 'arz', 'ary', 'ars', 'knc', 'acm', 'apc', 'aeb', 'ajp', 'acq' )
+- **Applications**: `Language Modeling`, \t `Text Classification`, `Sentiment Analysis`, `Dialect Identification`, `Translation`
+- **Paper:** [2402.06619](https://huggingface.co/papers/2402.06619)
+- **Maintainer:** [Elfilali Ali](https://huggingface.co/Ali-C137)
+- **License:** Apache-2.0
 
 ### Overview
 `Arabic Aya` is a meticulously curated dataset derived from the comprehensive Aya collection by [CohereForAI](https://huggingface.co/CohereForAI), specifically focusing on Arabic text data. This dataset aggregates content from the [CohereForAI/aya_collection](https://huggingface.co/datasets/CohereForAI/aya_collection), [CohereForAI/aya_dataset](https://huggingface.co/datasets/CohereForAI/aya_dataset), and [CohereForAI/aya_evaluation_suite](https://huggingface.co/datasets/CohereForAI/aya_evaluation_suite), filtering out all but the Arabic content, including both Modern Standard Arabic (MSA) and various regional dialects. 
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 The aim of 'Arabic Aya' is to provide researchers, technologists, and linguists with a ready-to-use Arabic text resource, significantly reducing the time and effort required for data preprocessing in NLP and AI projects focused on the Arabic language.
 - Use the Aya datasets out of the box for your Arabic applications and research 😀
 
-### Dataset Sources & Infos
-- **Data Origin**: Derived from 69 subsets of the original Aya datasets : [CohereForAI/aya_collection](https://huggingface.co/datasets/CohereForAI/aya_collection), [CohereForAI/aya_dataset](https://huggingface.co/datasets/CohereForAI/aya_dataset), and [CohereForAI/aya_evaluation_suite](https://huggingface.co/datasets/CohereForAI/aya_evaluation_suite).
-- **Languages**: Modern Standard Arabic (MSA) and a variety of Arabic dialects ( 'arb', 'arz', 'ary', 'ars', 'knc', 'acm', 'apc', 'aeb', 'ajp', 'acq' )
-- **Applications**: Ideal for tasks such as language modeling, text classification, sentiment analysis, dialect identification, and machine translation.
-- **Paper:** [2402.06619](https://huggingface.co/papers/2402.06619)
-- **Maintainer:** [Elfilali Ali](https://huggingface.co/Ali-C137)
-- **License:** Apache-2.0
-
 ### Usage
 This dataset serves as a foundational tool for those embarking on Arabic language projects, from academic research to commercial applications. By providing a pre-filtered source of Arabic text, 'Arabic Aya' enables users to dive straight into model training, analysis, and application development without the preliminary hassle of data cleaning and language filtering.
 
-#### Use with HF Datasets library
+#### Use with HuggingFace's datasets library
 To load this dataset with Datasets, you'll need to install Datasets as `pip install datasets --upgrade` and then use a similar code to the following:
 
 ```python