--- dataset_info: - config_name: complete_dataset features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 4620114817 num_examples: 3576211 download_size: 1460336793 dataset_size: 4620114817 - config_name: templated_indic_paraphrase features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 802090 num_examples: 1001 download_size: 265061 dataset_size: 802090 - config_name: templated_indic_sentiment features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 826377 num_examples: 1156 download_size: 326454 dataset_size: 826377 - config_name: templated_xlel_wd features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 2871116 num_examples: 1689 download_size: 1060347 dataset_size: 2871116 - config_name: translated_adversarial_qa features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 25814767 num_examples: 10000 download_size: 6284748 dataset_size: 25814767 - config_name: translated_cnn_dailymail features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 677030150 num_examples: 100000 download_size: 241050258 dataset_size: 677030150 - config_name: translated_dolly features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 35119170 num_examples: 14808 download_size: 13037728 dataset_size: 35119170 - config_name: translated_flan_coqa features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 47671952 num_examples: 6409 download_size: 17244180 dataset_size: 47671952 - config_name: translated_flan_cot features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 114447647 num_examples: 91910 download_size: 37991855 dataset_size: 114447647 - config_name: translated_flan_gem_wiki features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 192780434 num_examples: 27147 download_size: 64897862 dataset_size: 192780434 - config_name: translated_flan_lambada features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 3093841 num_examples: 4279 download_size: 1077008 dataset_size: 3093841 - config_name: translated_flan_qa features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 525363 num_examples: 540 download_size: 177982 dataset_size: 525363 - config_name: translated_hotpotqa features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 178593379 num_examples: 355476 download_size: 53833798 dataset_size: 178593379 - config_name: translated_joke_explaination features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 1591191 num_examples: 754 download_size: 311948 dataset_size: 1591191 - config_name: translated_mintaka features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 6449130 num_examples: 14000 download_size: 1045790 dataset_size: 6449130 - config_name: translated_nqopen features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 59860846 num_examples: 175850 download_size: 16531375 dataset_size: 59860846 - config_name: translated_paws features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 51863293 num_examples: 49401 download_size: 6932449 dataset_size: 51863293 - config_name: translated_piqa features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 20834854 num_examples: 16113 download_size: 5497560 dataset_size: 20834854 - config_name: translated_soda features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 1156977459 num_examples: 1191582 download_size: 318570546 dataset_size: 1156977459 - config_name: translated_wiki_split features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 1148240780 num_examples: 989944 download_size: 344485054 dataset_size: 1148240780 - config_name: translated_wikiqa features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 814069 num_examples: 1040 download_size: 283724 dataset_size: 814069 - config_name: translated_xlel_wd features: - name: id dtype: int64 - name: split dtype: string - name: targets dtype: string - name: language dtype: string - name: template_id dtype: int64 - name: inputs dtype: string - name: dataset_name dtype: string - name: script dtype: string - name: task_type dtype: string - name: sub_dataset_name dtype: string splits: - name: train num_bytes: 893906909 num_examples: 523112 download_size: 328997341 dataset_size: 893906909 configs: - config_name: complete_dataset data_files: - split: train path: complete_dataset/train-* - config_name: templated_indic_paraphrase data_files: - split: train path: templated_indic_paraphrase/train-* - config_name: templated_indic_sentiment data_files: - split: train path: templated_indic_sentiment/train-* - config_name: templated_xlel_wd data_files: - split: train path: templated_xlel_wd/train-* - config_name: translated_adversarial_qa data_files: - split: train path: translated_adversarial_qa/train-* - config_name: translated_cnn_dailymail data_files: - split: train path: translated_cnn_dailymail/train-* - config_name: translated_dolly data_files: - split: train path: translated_dolly/train-* - config_name: translated_flan_coqa data_files: - split: train path: translated_flan_coqa/train-* - config_name: translated_flan_cot data_files: - split: train path: translated_flan_cot/train-* - config_name: translated_flan_gem_wiki data_files: - split: train path: translated_flan_gem_wiki/train-* - config_name: translated_flan_lambada data_files: - split: train path: translated_flan_lambada/train-* - config_name: translated_flan_qa data_files: - split: train path: translated_flan_qa/train-* - config_name: translated_hotpotqa data_files: - split: train path: translated_hotpotqa/train-* - config_name: translated_joke_explaination data_files: - split: train path: translated_joke_explaination/train-* - config_name: translated_mintaka data_files: - split: train path: translated_mintaka/train-* - config_name: translated_nqopen data_files: - split: train path: translated_nqopen/train-* - config_name: translated_paws data_files: - split: train path: translated_paws/train-* - config_name: translated_piqa data_files: - split: train path: translated_piqa/train-* - config_name: translated_soda data_files: - split: train path: translated_soda/train-* - config_name: translated_wiki_split data_files: - split: train path: translated_wiki_split/train-* - config_name: translated_wikiqa data_files: - split: train path: translated_wikiqa/train-* - config_name: translated_xlel_wd data_files: - split: train path: translated_xlel_wd/train-* license: apache-2.0 language: - en - ml --- # Aya_Malayalam This Dataset is curated from the original [Aya-Collection](https://huggingface.co/datasets/CohereForAI/aya_collection) dataset that was open-sourced by [Cohere](https://cohere.com/research) under the [Apache-2.0](https://choosealicense.com/licenses/apache-2.0/) license. The Aya Collection is a massive multilingual collection comprising 513 million instances of prompts and completions that cover a wide range of tasks. This collection uses instruction-style templates from fluent speakers and applies them to a curated list of datasets. It also includes translations of instruction-style datasets into 101 languages. The Aya Dataset, a human-curated multilingual instruction and response dataset, is part of this collection. Refer to our paper for more details about the collection. ### Motivations & Intentions The original dataset is large and more task-specific than language-specific. To carry out a task specific to the Indic language, one would previously have needed to download the entire dataset (~600 GB) and filter it. As we were training an Indic LLm internally, we filtered the dataset by language and curated this dataset. You can find all the Indic-language specific datasets - [here](https://huggingface.co/collections/Cognitive-Lab/aya-indic-suite-65eaa0e34a2307f30bbd55e5). ## **Data Instances** An example of a `train` instance looks as follows: ```yaml {'id': 246001, 'inputs': 'The following query in English is taken from the geography category. What could be the answer to the question?\nWhat is the seventh tallest mountain in North America?', 'targets': 'The answer is Mount Lucania.', 'dataset_name': 'Mintaka-inst', 'sub_dataset_name': '-', 'task_type': 'question-answering', 'template_id': 3, 'language': 'eng', 'split': 'train', 'script': 'Latn' } ``` ## **Data Fields** The data fields are the same among all splits: - `id:` Unique id of the data point - `inputs:` Prompt or input to the language model. - `targets:` Completion or output of the language model. - `dataset_name:` The name of the source dataset that the data point was taken from - `sub_dataset_name:` If the source is a collection, this field indicates which part of that collection the data point was taken from. If it is not a collection, this field is left blank. - `task_type:` The task type that this conversation belongs to. - `template_id`: The id of the template applied to this data point. - `language:` The ISO code of the dialect of the conversation. - `script:` The script of the language. - `split:` Indicates whether the data point is part of the `train` or the `test` split. ## **Licensing Information** This dataset can be used for any purpose, whether academic or commercial, under the terms of the **[Apache 2.0](https://opensource.org/license/apache-2-0)** License. Citation ```yaml @misc{singh2024aya, title={Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning}, author={Shivalika Singh and Freddie Vargus and Daniel Dsouza and Börje F. Karlsson and Abinaya Mahendiran and Wei-Yin Ko and Herumb Shandilya and Jay Patel and Deividas Mataciunas and Laura OMahony and Mike Zhang and Ramith Hettiarachchi and Joseph Wilson and Marina Machado and Luisa Souza Moura and Dominik Krzemiński and Hakimeh Fadaei and Irem Ergün and Ifeoma Okoh and Aisha Alaagib and Oshan Mudannayake and Zaid Alyafeai and Vu Minh Chien and Sebastian Ruder and Surya Guthikonda and Emad A. Alghamdi and Sebastian Gehrmann and Niklas Muennighoff and Max Bartolo and Julia Kreutzer and Ahmet Üstün and Marzieh Fadaee and Sara Hooker}, year={2024}, eprint={2402.06619}, archivePrefix={arXiv}, primaryClass={cs.CL} } ```