SEACrowd/vlogqa

VlogQA is a Vietnamese spoken language corpus for machine reading comprehension. It consists of 10,076 question-answer pairs based on 1,230 transcript documents sourced from YouTube videos around food and travel.

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

Languages

vie

Supported Tasks

Question Answering

Dataset Usage

Using datasets library

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

Using seacrowd library

# Load the dataset using the default config
dset = sc.load_dataset("vlogqa", schema="seacrowd")
# Check all available subsets (config names) of the dataset
print(sc.available_config_names("vlogqa"))
# 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://github.com/sonlam1102/vlogqa

Dataset Version

Source: 1.0.0. SEACrowd: 2024.06.20.

Dataset License

Other License (others) | The user of VlogQA developed by the NLP@UIT research group must respect the following terms and conditions:

1. The dataset is only used for non-profit research for natural language processing and education.
2. The dataset is not allowed to be used in commercial systems.
3. Do not redistribute the dataset. This dataset may be modified or improved to serve a research purpose better, but the edited dataset may not be distributed.
4. Summaries, analyses, and interpretations of the properties of the dataset may be derived and published, provided it is not possible to reconstruct the information from these summaries.
5. Published research works that use the dataset must cite the following paper: Thinh Ngo, Khoa Dang, Son Luu, Kiet Nguyen, and Ngan Nguyen. 2024. VlogQA: Task, Dataset, and Baseline Models for Vietnamese Spoken-Based Machine Reading Comprehension. In Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers), pages 1310–1324, St. Julian’s, Malta. Association for Computational Linguistics.

Citation

If you are using the Vlogqa dataloader in your work, please cite the following:

@inproceedings{ngo-etal-2024-vlogqa,
    title = "{V}log{QA}: Task, Dataset, and Baseline Models for {V}ietnamese Spoken-Based Machine Reading Comprehension",
    author = "Ngo, Thinh  and
        Dang, Khoa  and
        Luu, Son  and
        Nguyen, Kiet  and
        Nguyen, Ngan",
    editor = "Graham, Yvette  and
        Purver, Matthew",
    booktitle = "Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers)",
    month = mar,
    year = "2024",
    address = "St. Julian{'}s, Malta",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2024.eacl-long.79",
    pages = "1310--1324",
}


@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}
}