SEACrowd/duolingo_staple_2020

This dataset is provided by Duolingo for their Simultaneous Translation and Paraphrase for Language Education (STAPLE) shared task in 2020. It contains English prompts and corresponding sets of plausible translations in five other languages, including Vietnamese. Each prompt is provided with a baseline automatic reference translation from Amazon, as well as some accepted translations with corresponding user response rates used for task scoring.

This is a local dataset. You have to obtain this dataset separately from {homepage} to use this dataloader.

Languages

vie

Supported Tasks

Machine Translation

Dataset Usage

Using datasets library

from datasets import load_dataset
dset = datasets.load_dataset("SEACrowd/duolingo_staple_2020", trust_remote_code=True)

Using seacrowd library

# Load the dataset using the default config
dset = sc.load_dataset("duolingo_staple_2020", schema="seacrowd")
# Check all available subsets (config names) of the dataset
print(sc.available_config_names("duolingo_staple_2020"))
# Load the dataset using a specific config
dset = sc.load_dataset_by_config_name(config_name="<config_name>")

More details on how to load the seacrowd library can be found here.

Dataset Homepage

https://sharedtask.duolingo.com/#data

Dataset Version

Source: 6.0.0. SEACrowd: 2024.06.20.

Dataset License

Creative Commons Attribution Non Commercial 4.0 (cc-by-nc-4.0)

Citation

If you are using the Duolingo Staple 2020 dataloader in your work, please cite the following:

@inproceedings{mayhew-etal-2020-simultaneous,
    title = "Simultaneous Translation and Paraphrase for Language Education",
    author = "Mayhew, Stephen  and
        Bicknell, Klinton  and
        Brust, Chris  and
        McDowell, Bill  and
        Monroe, Will  and
        Settles, Burr",
    editor = "Birch, Alexandra  and
        Finch, Andrew  and
        Hayashi, Hiroaki  and
        Heafield, Kenneth  and
        Junczys-Dowmunt, Marcin  and
        Konstas, Ioannis  and
        Li, Xian  and
        Neubig, Graham  and
        Oda, Yusuke",
    booktitle = "Proceedings of the Fourth Workshop on Neural Generation and Translation",
    month = jul,
    year = "2020",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2020.ngt-1.28",
    doi = "10.18653/v1/2020.ngt-1.28",
    pages = "232--243",
}


@article{lovenia2024seacrowd,
    title={SEACrowd: A Multilingual Multimodal Data Hub and Benchmark Suite for Southeast Asian Languages}, 
    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},
    year={2024},
    eprint={2406.10118},
    journal={arXiv preprint arXiv: 2406.10118}
}