metadata
dataset_info:
- config_name: aya_dataset
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: string
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 390848
num_examples: 334
download_size: 139165
dataset_size: 390848
- config_name: complete_dataset
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
- name: alphabet
dtype: string
- name: gcp_source
dtype: string
splits:
- name: train
num_bytes: 4632830035
num_examples: 3573521
download_size: 1431424408
dataset_size: 4632830035
- config_name: templated_indic_sentiment
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 794567
num_examples: 1156
download_size: 316708
dataset_size: 794567
- config_name: translated_adversarial_qa
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 25509654
num_examples: 10000
download_size: 6065698
dataset_size: 25509654
- config_name: translated_cnn_dailymail
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 653069617
num_examples: 100000
download_size: 234900969
dataset_size: 653069617
- config_name: translated_dolly
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: alphabet
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
- name: gcp_source
dtype: string
splits:
- name: train
num_bytes: 35584936
num_examples: 14808
download_size: 12599289
dataset_size: 35584936
- config_name: translated_flan_coqa
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 43646395
num_examples: 6409
download_size: 16260675
dataset_size: 43646395
- config_name: translated_flan_cot
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 108505567
num_examples: 91910
download_size: 36325090
dataset_size: 108505567
- config_name: translated_flan_gem_wiki
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 181999355
num_examples: 27147
download_size: 62132766
dataset_size: 181999355
- config_name: translated_flan_lambada
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 3546797
num_examples: 4279
download_size: 1277091
dataset_size: 3546797
- config_name: translated_flan_qa
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 488448
num_examples: 540
download_size: 166479
dataset_size: 488448
- config_name: translated_hotpotqa
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 182608980
num_examples: 355476
download_size: 52850436
dataset_size: 182608980
- config_name: translated_joke_explaination
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 1509153
num_examples: 754
download_size: 286080
dataset_size: 1509153
- config_name: translated_mintaka
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 5972373
num_examples: 14000
download_size: 1006369
dataset_size: 5972373
- config_name: translated_nqopen
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 55936648
num_examples: 175850
download_size: 15924378
dataset_size: 55936648
- config_name: translated_paws
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 48580017
num_examples: 49401
download_size: 6282738
dataset_size: 48580017
- config_name: translated_piqa
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 20512352
num_examples: 16113
download_size: 5455346
dataset_size: 20512352
- config_name: translated_soda
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 1233968472
num_examples: 1191582
download_size: 321032425
dataset_size: 1233968472
- config_name: translated_wiki_split
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 1090643354
num_examples: 989944
download_size: 326874397
dataset_size: 1090643354
- config_name: translated_wikiqa
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 765618
num_examples: 1040
download_size: 273816
dataset_size: 765618
- config_name: translated_xlel_wd
features:
- name: language
dtype: string
- name: dataset_name
dtype: string
- name: split
dtype: string
- name: inputs
dtype: string
- name: script
dtype: string
- name: task_type
dtype: string
- name: sub_dataset_name
dtype: string
- name: template_id
dtype: int64
- name: id
dtype: int64
- name: targets
dtype: string
splits:
- name: train
num_bytes: 909828328
num_examples: 523112
download_size: 329911836
dataset_size: 909828328
configs:
- config_name: aya_dataset
data_files:
- split: train
path: aya_dataset/train-*
- config_name: complete_dataset
data_files:
- split: train
path: complete_dataset/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
- kn
Aya_Kannada
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}
}