SEACrowd/kawat

KaWAT（Kata Word Analogy Task）是一个为印尼语设计的新词类比任务数据集。该数据集用于评估现有的印尼语预训练词嵌入以及在印尼在线新闻语料库上训练的词嵌入。此外，还测试了这些词嵌入在两个下游任务中的表现，发现预训练词嵌入有助于减少训练周期或显著提高性能。

原始信息汇总

数据集概述

名称

KaWAT (Kata Word Analogy Task)

语言

印尼语 (ind)

任务类别

词义类比 (word-analogy)

描述

KaWAT 是一个针对印尼语的新词义类比任务数据集。该数据集用于评估现有的预训练印尼语词嵌入和基于印尼在线新闻语料库训练的词嵌入。在两个下游任务中测试发现，预训练词嵌入通过减少训练周期或显著提高性能来提供帮助。

支持任务

词义类比 (Word Analogy)

数据集版本

源版本: 1.0.0
SEACrowd版本: 2024.06.20

数据集许可证

Creative Commons Attribution-ShareAlike 4.0

引用

如果使用 KaWAT 数据集，请引用以下文献：

@article{kurniawan2019, title={KaWAT: A Word Analogy Task Dataset for Indonesian}, url={http://arxiv.org/abs/1906.09912}, journal={arXiv:1906.09912 [cs]}, author={Kurniawan, Kemal}, year={2019}, month={Jun} }

@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} }