SEACrowd/indonglish

Indonglish数据集基于南雅加达青少年中观察到的社会语言学现象构建，旨在解决情感分析的语义任务，包含三个标签类别：积极、消极和中性。数据集的注释由五位具有语言和数据科学专业知识的注释者完成。

The Indonglish dataset was constructed based on keywords derived from the sociolinguistic phenomenon observed among teenagers in South Jakarta. The dataset was designed to tackle the semantic task of sentiment analysis, incorporating three distinct label categories: positive, negative, and neutral. The annotation of the dataset was carried out by a panel of five annotators, each possessing expertise in language and data science.

原始信息汇总

Indonglish 数据集概述

基本信息

• 名称: Indonglish
• 语言: 印尼语 (ind)
• 任务类别: 情感分析 (sentiment-analysis)
• 标签类别: 正向 (positive), 负向 (negative), 中性 (neutral)

数据集构建

• 构建基础: 基于南雅加达青少年中观察到的社会语言现象的关键词
• 标注人员: 由五名具有语言和数据科学专业知识的标注人员进行标注

使用方法

使用 datasets 库

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

使用 seacrowd 库

python import seacrowd as sc

加载默认配置的数据集

dset = sc.load_dataset("indonglish", schema="seacrowd")

查看所有可用的子集配置名称

print(sc.available_config_names("indonglish"))

使用特定配置加载数据集

dset = sc.load_dataset_by_config_name(config_name="<config_name>")

版本信息

• 源版本: 1.0.0
• SEACrowd 版本: 2024.06.20

许可证

• 许可证类型: 未知 (Unknown)

引用

• Indonglish 数据集:

  @article{Astuti2023, title = {Code-Mixed Sentiment Analysis using Transformer for Twitter Social Media Data}, journal = {International Journal of Advanced Computer Science and Applications}, doi = {10.14569/IJACSA.2023.0141053}, url = {http://dx.doi.org/10.14569/IJACSA.2023.0141053}, year = {2023}, publisher = {The Science and Information Organization}, volume = {14}, number = {10}, author = {Laksmita Widya Astuti and Yunita Sari and Suprapto} }

• SEACrowd 数据集:

  @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} }