README.md

---
annotations_creators:
- expert-generated
language:
- hi
language_creators:
- expert-generated
license:
- cc-by-sa-4.0
multilinguality:
- monolingual
pretty_name: Hindi Article Summarization
size_categories:
- 10K<n<100K
source_datasets:
- https://www.kaggle.com/datasets/disisbig/hindi-text-short-summarization-corpus
tags:
- generation
task_categories:
- text-generation
task_ids:
- language-modeling
---

# Summary
`hindi-article-summarization` is an open source dataset of instruct-style records generated from the [Hindi Text Short and Large Summarization](https://www.kaggle.com/datasets/disisbig/hindi-text-short-and-large-summarization-corpus) dataset. This was created as part of [Aya Open Science Initiative](https://sites.google.com/cohere.com/aya-en/home) from Cohere For AI.

This dataset can be used for any purpose, whether academic or commercial, under the terms of the [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/) License.

Supported Tasks:
- Training LLMs
- Synthetic Data Generation
- Data Augmentation

Languages: Hindi Version: 1.0

# Dataset Overview
`hindi-article-summarization` is a corpus of  records generated by conversion of [Hindi Text Short and Large Summarization](https://www.kaggle.com/datasets/disisbig/hindi-text-short-and-large-summarization-corpus) dataset into Instruct-Style format. This Dataset can be used for the following task:
- Given an article, generate its summary.

# Intended Uses
While immediately valuable for instruction fine tuning large language models, as a corpus of instruction prompts, this dataset also presents a valuable opportunity for synthetic data generation in the methods. For example, prompt-completions could be submitted as few-shot examples to a large open language model to generate sentence and corresponding paraphrased sentence. 

# Dataset

## Load with Datasets
To load this dataset with Datasets, you'll just need to install Datasets as `pip install datasets --upgrade` and then use the following code:

```python
from datasets import load_dataset
ds = load_dataset('ganeshjcs/hindi-article-summarization')
```

## Purpose of Collection
This was created as a part of [Aya Open Science Initiative](https://sites.google.com/cohere.com/aya-en/home) from Cohere For AI to make sure Hindi is well represented in the space of AI/ML. This dataset can be used, modified, and extended for any purpose, including academic or commercial applications.

## Sources
- **[Hindi Text Short and Large Summarization Corpus](https://www.kaggle.com/datasets/disisbig/hindi-text-short-and-large-summarization-corpus)**: Converted this dataset into Instruct-style prompts and completions.

## Data Fields
- `inputs`       : Prompt or input to the language model.
- `targets`      : Completion or output of the language model.
- `template_id`  : Id of the template used in `inputs` and `targets`.
- `template_lang`: ISO code of the language used in the `inputs` and `targets` where *hin* refers to Hindi.

## Templates
For the creation of instruct-style prompts and completions from the original dataset, the following one template category with 6 different variations were used:
1. Given a sentence, generate a sentence with similar meaning.

   | template_id | inputs | targets |
   |-------------|--------|---------|
   | 0 | ```इस पाठ का सारांश बनाओ: {{Article}}``` | ```संक्षिप्त सारांश: {{Summary}}``` |
   | 1 | ```इस पाठ का सारांश बनाओ: {Article}}``` | ``` {{Summary}}``` |
   | 2 | ```इस पाठ का सारांश बनाएं: {{Article}}``` | ```यह एक सारांश है: {{Summary}}``` |
   | 3 | ```इस के लिए एक सारांश बनाएं: {{Article}}``` | ```दिए गए पाठ का सारांश यह हो सकता है: {{Summary}}``` |
   | 4 | ```इस पाठ का सारांश बनाएं: {{Article}}``` | ```यहाँ एक सारांश है: {{Summary}}``` |
   | 5 | ```एक सारांश बनाओ: {{Article}}``` | ```सारांश: {{Summary}}``` |
   | 6 | ```दिए गए पाठ के लिए एक सारांश बनाएं: {{Article}}``` | ```{{Summary}}``` |
   | 7 | ```इस पाठ का सारांश बनाएं: {{Article}}``` | ```सारांश: {{Summary}}``` |
   | 8 | ```एक सारांश बनाओ: {{Article}}``` | ```संक्षिप्त सारांश: {{Summary}}``` |
   | 9 | ```दिए गए पाठ के लिए एक सारांश बनाएं: {{Article}}``` | ```यह एक सारांश है: {{Summary}}``` |
   | 10 | ```दिए गए पाठ के लिए एक सारांश बनाएं: {{Article}}``` | ```संक्षिप्त सारांश: {{Summary}}``` |
   | 11 | ```इस पाठ का सारांश बनाओ: {{Article}}``` | ```दिए गए पाठ का सारांश यह हो सकता है: {{Summary}}``` |
   | 12 | ```दिए गए पाठ के लिए एक सारांश बनाएं: {{Article}}``` | ```यहाँ एक सारांश है: {{Summary}}``` |
   | 13 | ```इस पाठ का सारांश बनाएं: {{Article}}``` | ```संक्षिप्त पाठ: {{Summary}}``` |
   | 14 | ```इस के लिए एक सारांश बनाएं: {{Article}}``` | ```संक्षिप्त पाठ: {{Summary}}``` |
   | 15 | ```एक सारांश बनाओ: {{Article}}``` | ```यहाँ एक सारांश है: {{Summary}}``` |
   | 16 | ```इस के लिए एक सारांश बनाएं: {{Article}}``` | ```यह एक सारांश है: {{Summary}}``` |
   | 17 | ```इस के लिए एक सारांश बनाएं: {{Article}}``` | ```यहाँ एक सारांश है: {{Summary}}``` |
   | 18 | ```इस पाठ का सारांश बनाओ: {{Article}}``` | ```यहाँ एक सारांश है: {{Summary}}``` |
   | 19 | ```दिए गए पाठ के लिए एक सारांश बनाएं: {{Article}}``` | ```दिए गए पाठ का सारांश यह हो सकता है: {{Summary}}``` |
   | 20 | ```दिए गए पाठ के लिए एक सारांश बनाएं: {{Article}}``` | ```सारांश: {{Summary}}``` |
   | 21 | ```एक सारांश बनाओ: {{Article}}``` | ```यह एक सारांश है: {{Summary}}``` |
   | 22 | ```दिए गए पाठ के लिए एक सारांश बनाएं: {{Article}}``` | ```संक्षिप्त पाठ: {{Summary}}``` |
   | 23 | ```इस के लिए एक सारांश बनाएं: {{Article}}``` | ```संक्षिप्त सारांश: {{Summary}}``` |
   | 24 | ```इस पाठ का सारांश बनाओ: {{Article}}``` | ```यह एक सारांश है: {{Summary}}``` |
   | 25 | ```इस पाठ का सारांश बनाएं: {{Article}}``` | ```दिए गए पाठ का सारांश यह हो सकता है: {{Summary}}``` |
   | 26 | ```एक सारांश बनाओ: {{Article}}``` | ```{{Summary}}``` |
   | 27 | ```इस पाठ का सारांश बनाओ: {{Article}}``` | ```संक्षिप्त पाठ: {{Summary}}``` |
   | 28 | ```इस के लिए एक सारांश बनाएं: {{Article}}``` | ```{{Summary}}``` |
   | 29 | ```इस पाठ का सारांश बनाएं: {{Article}}``` | ```संक्षिप्त सारांश: {{Summary}}``` |
   | 30 | ```एक सारांश बनाओ: {{Article}}``` | ```संक्षिप्त पाठ: {{Summary}}``` |
   | 31 | ```इस के लिए एक सारांश बनाएं: {{Article}}``` | ```सारांश: {{Summary}}``` |
   | 32 | ```एक सारांश बनाओ: {{Article}}``` | ```दिए गए पाठ का सारांश यह हो सकता है: {{Summary}}``` |
   | 33 | ```इस पाठ का सारांश बनाओ: {{Article}}``` | ```सारांश: {{Summary}}``` |
   | 34 | ```इस पाठ का सारांश बनाएं: {{Article}}``` | ```{{Summary}}``` |

## Personal or Sensitive Data
This dataset contains public information. To our knowledge, there are no private person’s personal identifiers or sensitive information.

## Language
Hindi

# Known Limitations
- The Dataset is converted from the existing dataset and the contents of this dataset may reflect the bias, factual errors and sensitive matters.
- Although there is utmost care taken to keep the dataset as monolingual, there might be some records that may contain English Language along with Hindi.

# Contributors
[Ganesh Jagadeesan](https://github.com/ElefHead)