metadata
license: mit
language:
- eng
pretty_name: Stb Ext
task_categories:
- pos-tagging
- dependency-parsing
tags:
- pos-tagging
- dependency-parsing
We adopt the Universal Dependencies protocol for constructing the Singlish dependency treebank, both as a new resource for the low-resource languages and to facilitate knowledge transfer from English. Briefly, the STB-EXT dataset offers a 3-times larger training set, while keeping the same dev and test sets from STB-ACL. We provide treebanks with both gold-standard as well as automatically generated POS tags.
Languages
eng
Supported Tasks
Pos Tagging, Dependency Parsing
Dataset Usage
Using datasets library
from datasets import load_dataset
dset = datasets.load_dataset("SEACrowd/stb_ext", trust_remote_code=True)
Using seacrowd library
# Load the dataset using the default config
dset = sc.load_dataset("stb_ext", schema="seacrowd")
# Check all available subsets (config names) of the dataset
print(sc.available_config_names("stb_ext"))
# 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/wanghm92/Sing_Par/tree/master/TALLIP19_dataset/treebank
Dataset Version
Source: 1.0.0. SEACrowd: 2024.06.20.
Dataset License
MIT (mit)
Citation
If you are using the Stb Ext dataloader in your work, please cite the following:
@article{wang2019genesis,
title={From genesis to creole language: Transfer learning for singlish universal dependencies parsing and POS tagging},
author={Wang, Hongmin and Yang, Jie and Zhang, Yue},
journal={ACM Transactions on Asian and Low-Resource Language Information Processing (TALLIP)},
volume={19},
number={1},
pages={1--29},
year={2019},
publisher={ACM New York, NY, USA}
}
@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}
}