metadata
dataset_info:
- config_name: complete_dataset
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 4062911049
num_examples: 3574522
download_size: 1333336553
dataset_size: 4062911049
- config_name: templated_indic_paraphrase
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 713151
num_examples: 1001
download_size: 236536
dataset_size: 713151
- config_name: templated_indic_sentiment
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 727608
num_examples: 1156
download_size: 300395
dataset_size: 727608
- config_name: translated_adversarial_qa
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 22526058
num_examples: 10000
download_size: 5672234
dataset_size: 22526058
- config_name: translated_cnn_dailymail
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 591229533
num_examples: 100000
download_size: 221876667
dataset_size: 591229533
- config_name: translated_dolly
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 30032121
num_examples: 14808
download_size: 11807573
dataset_size: 30032121
- config_name: translated_flan_coqa
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 39246578
num_examples: 6409
download_size: 15298752
dataset_size: 39246578
- config_name: translated_flan_cot
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 96325315
num_examples: 91910
download_size: 33792891
dataset_size: 96325315
- config_name: translated_flan_gem_wiki
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 156203175
num_examples: 27147
download_size: 58200435
dataset_size: 156203175
- config_name: translated_flan_lambada
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 3225005
num_examples: 4279
download_size: 1231467
dataset_size: 3225005
- config_name: translated_flan_qa
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 422832
num_examples: 540
download_size: 153580
dataset_size: 422832
- config_name: translated_hotpotqa
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 163478240
num_examples: 355476
download_size: 49147624
dataset_size: 163478240
- config_name: translated_joke_explaination
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 1292529
num_examples: 754
download_size: 272328
dataset_size: 1292529
- config_name: translated_mintaka
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 5528962
num_examples: 14000
download_size: 959207
dataset_size: 5528962
- config_name: translated_nqopen
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 51506008
num_examples: 175850
download_size: 14896245
dataset_size: 51506008
- config_name: translated_paws
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 43206101
num_examples: 49401
download_size: 5821490
dataset_size: 43206101
- config_name: translated_piqa
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 17740514
num_examples: 16113
download_size: 5010483
dataset_size: 17740514
- config_name: translated_soda
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 1038535659
num_examples: 1191582
download_size: 280356128
dataset_size: 1038535659
- config_name: translated_wiki_split
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 973083748
num_examples: 989944
download_size: 311301712
dataset_size: 973083748
- config_name: translated_wikiqa
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 686826
num_examples: 1040
download_size: 251364
dataset_size: 686826
- config_name: translated_xlel_wd
features:
- name: template_id
dtype: int64
- name: script
dtype: string
- name: id
dtype: int64
- name: sub_dataset_name
dtype: string
- name: task_type
dtype: string
- name: split
dtype: string
- name: targets
dtype: string
- name: inputs
dtype: string
- name: language
dtype: string
- name: dataset_name
dtype: string
splits:
- name: train
num_bytes: 827201086
num_examples: 523112
download_size: 316611612
dataset_size: 827201086
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: 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
Aya_Gujarati
This Dataset is curated from the original Aya-Collection dataset that was open-sourced by Cohere under the 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.
Data Instances
An example of a train instance looks as follows:
{'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 pointinputs: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 fromsub_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 thetrainor thetestsplit.
Licensing Information
This dataset can be used for any purpose, whether academic or commercial, under the terms of the Apache 2.0 License.
Citation
@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}
}