ganeshjcs/hindi-headline-article-generation

Summary

hindi-headline-article-generation is an open source dataset of instruct-style records generated from the Hindi Text Short and Large Summarization dataset. This was created as part of Aya Open Science Initiative 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 License.

Supported Tasks:

• Training LLMs
• Synthetic Data Generation
• Data Augmentation

Languages: Hindi Version: 1.0

Dataset Overview

hindi-headline-article-generation is a corpus of records generated by conversion of Hindi Text Short and Large Summarization dataset into Instruct-Style format. This Dataset can be used for the following task:

• Given a headline, generate an article.

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:

from datasets import load_dataset
ds = load_dataset('ganeshjcs/hindi-headline-article-generation')

Purpose of Collection

This was created as a part of Aya Open Science Initiative 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: 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	यह शीर्षक है, इसके लिए एक लेख लिखें: {{Title}}	यह एक लेख है: {{Article}}
   1	एक लेख लिखें जिसका शीर्षक इस प्रकार है: {Title}}	लेख: {{Article}}
   2	एक लेख लिखें जिसका शीर्षक इस प्रकार है: {{Title}}	{{Article}}
   3	एक लेख लिखें जिसका शीर्षक इस प्रकार है: {{Title}}	दिए गए शीर्षक के अनुरूप एक पाठ यह हो सकता है: {{Article}}
   4	यह शीर्षक है, इसके लिए एक लेख लिखें: {{Title}}	{{Article}}
   5	इसके लिए एक लेख लिखें: {{Title}}	लेख: {{Article}}
   6	इस शीर्षक के साथ एक लेख लिखें: {{Title}}	यह एक लेख है: {{Article}}
   7	इस शीर्षक के साथ एक लेख लिखें: {{Title}}	दिए गए शीर्षक के अनुरूप एक पाठ यह हो सकता है: {{Article}}
   8	यह शीर्षक है, इसके लिए एक लेख लिखें: {{Title}}	लेख: {{Article}}
   9	इसके लिए एक लेख लिखें: {{Title}}	{{Article}}
   10	इसके लिए एक लेख लिखें: {{Title}}	यह एक लेख है: {{Article}}
   11	इस शीर्षक के साथ एक लेख लिखें: {{Title}}	लेख: {{Article}}
   12	इसके लिए एक लेख लिखें: {{Title}}	दिए गए शीर्षक के अनुरूप एक पाठ यह हो सकता है: {{Article}}
   13	यह शीर्षक है, इसके लिए एक लेख लिखें: {{Title}}	दिए गए शीर्षक के अनुरूप एक पाठ यह हो सकता है: {{Article}}
   14	एक लेख लिखें जिसका शीर्षक इस प्रकार है: {{Title}}	यह एक लेख है: {{Article}}
   15	इस शीर्षक के साथ एक लेख लिखें: {{Title}}	{{Article}}

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