--- annotations_creators: - expert-generated language: - hi language_creators: - expert-generated license: - cc-by-sa-4.0 multilinguality: - monolingual pretty_name: Hindi Article Generation size_categories: - 10K- https://www.kaggle.com/datasets/disisbig/hindi-text-short-summarization-corpus tags: - generation task_categories: - text-generation task_ids: - language-modeling --- # Summary `hindi-headline-article-generation` 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-headline-article-generation` 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 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: ```python 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](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 | ```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](https://github.com/ElefHead)