Update README.md

README.md

@@ -1,91 +1,108 @@
-# Hindi Antonyms Dataset (हिंदी विलोम शब्दकोश)
-
-## Overview
-
-This dataset contains a comprehensive collection of Hindi words and their antonyms (विलोम शब्द). It is designed to assist NLP research, language learning, and applications focused on Hindi language processing. The dataset provides word-antonym pairs that can be used for tasks like:
-
-- Semantic analysis
-- Language learning and education
-- Text enrichment
-- Linguistic research
-- Vocabulary expansion
-
-## Dataset Structure
-
-The dataset contains the following columns:
-
-- `शब्द` (Word): The Hindi word
-- `विलोम` (Antonym): The antonym of the given word
-
-## Dataset Statistics
-
-- Total word pairs: ~2500
-- Format: Available in parquet format
-- Split: Single train split (100% of data)
-
-
-## Example Entries
-
-| शब्द (Word) | विलोम (Antonym) |
-|------------|-----------------|
-| अनादि      | आदि              |
-| अमृत       | विष               |
-| अकाल       | सुकाल             |
-| अंकुश      | निरंकुश            |
-| अनुकूल     | प्रतिकूल           |
-
-## Usage
-
-```python
-from datasets import load_dataset
-
-# Load the dataset
-dataset = load_dataset("Process-Venue/hindi-antonyms")
-
-# Access the training split
-train_data = dataset["train"]
-
-# Get a sample
-sample = train_data[0]
-print(f"Word: {sample['शब्द']}, Antonym: {sample['विलोम']}")
-```
-
-## Source and Preparation
-
-This dataset was compiled from various Hindi language resources and educational materials. It was converted from a text file to a structured parquet format with standardized train/validation/test splits to facilitate machine learning applications.
-
-## License
-
-This dataset is shared under [Creative Commons Attribution 4.0 International License](https://creativecommons.org/licenses/by/4.0/).
-
-## Citation
-
-If you use this dataset in your research or application, please cite:
-
-```
-@misc{hindi-antonyms-dataset,
-  title={Hindi Antonyms Dataset},
-  author={Process Venue},
-  year={2025},
-  howpublished={HuggingFace Datasets},
-  url={https://huggingface.co/datasets/Process-Venue//hindi-antonyms}
-  website={https://www.processvenue.com/}
-}
-```
-
-
-## Contact
-
-We are here to help! Our team is ready to assist you with:
-
-- **Custom Dataset Creation**: Need a specialized dataset? We can help you build it.
-- **Data Enhancement**: We can expand or customize this dataset for your specific requirements.
-- **Technical Support**: Questions about implementation or integration? We're happy to assist.
-- **Collaboration Opportunities**: Interested in partnering on language technology projects? Let's talk!
-
-For questions, suggestions, or personalized dataset requests, please:
-- Open an issue on the dataset repository
-- Contact us directly at: [email protected]
-- Visit our website: [www.processvenue.com](https://www.processvenue.com/)
-
-We welcome feedback and are committed to supporting the NLP and language learning communities. 
+---
+license: cc-by-4.0
+task_categories:
+- text-classification
+- text-generation
+- text2text-generation
+language:
+- hi
+tags:
+- antonyms
+- hindi
+- language-resources
+- nlp
+pretty_name: Hindi Antonyms Dataset
+size_categories:
+- 1K<n<10K
+---
+# Hindi Antonyms Dataset (हिंदी विलोम शब्दकोश)
+
+## Overview
+
+This dataset contains a comprehensive collection of Hindi words and their antonyms (विलोम शब्द). It is designed to assist NLP research, language learning, and applications focused on Hindi language processing. The dataset provides word-antonym pairs that can be used for tasks like:
+
+- Semantic analysis
+- Language learning and education
+- Text enrichment
+- Linguistic research
+- Vocabulary expansion
+
+## Dataset Structure
+
+The dataset contains the following columns:
+
+- `शब्द` (Word): The Hindi word
+- `विलोम` (Antonym): The antonym of the given word
+
+## Dataset Statistics
+
+- Total word pairs: ~2500
+- Format: Available in parquet format
+- Split: Single train split (100% of data)
+
+
+## Example Entries
+
+| शब्द (Word) | विलोम (Antonym) |
+|------------|-----------------|
+| अनादि      | आदि              |
+| अमृत       | विष               |
+| अकाल       | सुकाल             |
+| अंकुश      | निरंकुश            |
+| अनुकूल     | प्रतिकूल           |
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+# Load the dataset
+dataset = load_dataset("Process-Venue/hindi-antonyms")
+
+# Access the training split
+train_data = dataset["train"]
+
+# Get a sample
+sample = train_data[0]
+print(f"Word: {sample['शब्द']}, Antonym: {sample['विलोम']}")
+```
+
+## Source and Preparation
+
+This dataset was compiled from various Hindi language resources and educational materials. It was converted from a text file to a structured parquet format with standardized train/validation/test splits to facilitate machine learning applications.
+
+## License
+
+This dataset is shared under [Creative Commons Attribution 4.0 International License](https://creativecommons.org/licenses/by/4.0/).
+
+## Citation
+
+If you use this dataset in your research or application, please cite:
+
+```
+@misc{hindi-antonyms-dataset,
+  title={Hindi Antonyms Dataset},
+  author={Process Venue},
+  year={2025},
+  howpublished={HuggingFace Datasets},
+  url={https://huggingface.co/datasets/Process-Venue//hindi-antonyms}
+  website={https://www.processvenue.com/}
+}
+```
+
+
+## Contact
+
+We are here to help! Our team is ready to assist you with:
+
+- **Custom Dataset Creation**: Need a specialized dataset? We can help you build it.
+- **Data Enhancement**: We can expand or customize this dataset for your specific requirements.
+- **Technical Support**: Questions about implementation or integration? We're happy to assist.
+- **Collaboration Opportunities**: Interested in partnering on language technology projects? Let's talk!
+
+For questions, suggestions, or personalized dataset requests, please:
+- Open an issue on the dataset repository
+- Contact us directly at: [email protected]
+- Visit our website: [www.processvenue.com](https://www.processvenue.com/)
+
+We welcome feedback and are committed to supporting the NLP and language learning communities.