SEACrowd/emotcmt

EmotCMT是一个用于情感分类的印尼语-英语混合代码数据集，包含825条推文，22,736个标记，其中11,204个是印尼语标记，5,613个是英语标记。每条推文都被标记为一种情感，包括cinta（爱）、takut（恐惧）、sedih（悲伤）、senang（快乐）或marah（愤怒）。数据集通过四个处理步骤创建：分词、语言识别、词汇规范化和翻译。

EmotCMT is an emotion classification Indonesian-English code-mixing dataset consisting of 825 tweets, 22,736 tokens with 11,204 Indonesian tokens and 5,613 English tokens. Each tweet is labelled with an emotion, i.e., cinta (love), takut (fear), sedih (sadness), senang (joy), or marah (anger). The dataset was created through a pipeline consisting of 4 processing steps: tokenization, language identification, lexical normalization, and translation.

原始信息汇总

EmotCMT 数据集概述

基本信息

• 名称: EmotCMT
• 语言: 印尼语-英语
• 任务类别: 情感分类
• 标签: 情感分类

数据集描述

EmotCMT 是一个印尼语-英语代码混合情感分类数据集，通过包含四个处理步骤（即分词、语言识别、词汇规范化、翻译）的印尼语-英语代码混合 Twitter 数据管道创建。该数据集包含 825 条推文，共计 22,736 个词，其中 11,204 个是印尼语词，5,613 个是英语词。每条推文都标有一种情感，即 cinta（爱）、takut（恐惧）、sedih（悲伤）、senang（喜悦）或 marah（愤怒）。

支持的任务

• 情感分类

数据集版本

• 源版本: 1.0.0
• SEACrowd 版本: 2024.06.20

数据集许可证

• MIT

引用

如果您在使用 EmotCMT 数据集，请引用以下文献：

@inproceedings{barik-etal-2019-normalization, title = "Normalization of {I}ndonesian-{E}nglish Code-Mixed {T}witter Data", author = "Barik, Anab Maulana and Mahendra, Rahmad and Adriani, Mirna", booktitle = "Proceedings of the 5th Workshop on Noisy User-generated Text (W-NUT 2019)", month = nov, year = "2019", address = "Hong Kong, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/D19-5554", doi = "10.18653/v1/D19-5554", pages = "417--424" }

@article{Yulianti2021NormalisationOI, title={Normalisation of Indonesian-English Code-Mixed Text and its Effect on Emotion Classification}, author={Evi Yulianti and Ajmal Kurnia and Mirna Adriani and Yoppy Setyo Duto}, journal={International Journal of Advanced Computer Science and Applications}, year={2021} }

@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} }