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--- |
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license: apache-2.0 |
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language: |
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- ceb |
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- ind |
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- jav |
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- mya |
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- tam |
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- fil |
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- sun |
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- tha |
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- vie |
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- zsm |
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pretty_name: Aya Dataset |
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task_categories: |
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- instruction-tuning |
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tags: |
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- instruction-tuning |
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--- |
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The Aya Dataset is a multilingual instruction fine-tuning dataset curated by an open-science community via Aya Annotation Platform from Cohere For AI. The dataset contains a total of 204k human-annotated prompt-completion pairs along with the demographics data of the annotators. This dataset can be used to train, finetune, and evaluate multilingual LLMs. |
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## Languages |
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ceb, ind, jav, mya, tam, fil, sun, tha, vie, zsm |
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## Supported Tasks |
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Instruction Tuning |
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## Dataset Usage |
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### Using `datasets` library |
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``` |
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from datasets import load_dataset |
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dset = datasets.load_dataset("SEACrowd/aya_dataset", trust_remote_code=True) |
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``` |
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### Using `seacrowd` library |
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```import seacrowd as sc |
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# Load the dataset using the default config |
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dset = sc.load_dataset("aya_dataset", schema="seacrowd") |
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# Check all available subsets (config names) of the dataset |
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print(sc.available_config_names("aya_dataset")) |
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# Load the dataset using a specific config |
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dset = sc.load_dataset_by_config_name(config_name="<config_name>") |
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``` |
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More details on how to load the `seacrowd` library can be found [here](https://github.com/SEACrowd/seacrowd-datahub?tab=readme-ov-file#how-to-use). |
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## Dataset Homepage |
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[https://huggingface.co/datasets/CohereForAI/aya_dataset](https://huggingface.co/datasets/CohereForAI/aya_dataset) |
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## Dataset Version |
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Source: 1.0.0. SEACrowd: 2024.06.20. |
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## Dataset License |
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Apache license 2.0 (apache-2.0) |
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## Citation |
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If you are using the **Aya Dataset** dataloader in your work, please cite the following: |
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``` |
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@misc{singh2024aya, |
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title={Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning}, |
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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}, |
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year={2024}, |
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eprint={2402.06619}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.CL} |
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} |
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@article{lovenia2024seacrowd, |
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title={SEACrowd: A Multilingual Multimodal Data Hub and Benchmark Suite for Southeast Asian Languages}, |
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author={Holy Lovenia and Rahmad Mahendra and Salsabil Maulana Akbar and Lester James V. Miranda and Jennifer Santoso and Elyanah Aco and Akhdan Fadhilah and Jonibek Mansurov and Joseph Marvin Imperial and Onno P. Kampman and Joel Ruben Antony Moniz and Muhammad Ravi Shulthan Habibi and Frederikus Hudi and Railey Montalan and Ryan Ignatius and Joanito Agili Lopo and William Nixon and Börje F. Karlsson and James Jaya and Ryandito Diandaru and Yuze Gao and Patrick Amadeus and Bin Wang and Jan Christian Blaise Cruz and Chenxi Whitehouse and Ivan Halim Parmonangan and Maria Khelli and Wenyu Zhang and Lucky Susanto and Reynard Adha Ryanda and Sonny Lazuardi Hermawan and Dan John Velasco and Muhammad Dehan Al Kautsar and Willy Fitra Hendria and Yasmin Moslem and Noah Flynn and Muhammad Farid Adilazuarda and Haochen Li and Johanes Lee and R. Damanhuri and Shuo Sun and Muhammad Reza Qorib and Amirbek Djanibekov and Wei Qi Leong and Quyet V. Do and Niklas Muennighoff and Tanrada Pansuwan and Ilham Firdausi Putra and Yan Xu and Ngee Chia Tai and Ayu Purwarianti and Sebastian Ruder and William Tjhi and Peerat Limkonchotiwat and Alham Fikri Aji and Sedrick Keh and Genta Indra Winata and Ruochen Zhang and Fajri Koto and Zheng-Xin Yong and Samuel Cahyawijaya}, |
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year={2024}, |
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eprint={2406.10118}, |
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journal={arXiv preprint arXiv: 2406.10118} |
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} |
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``` |
