CLIcK 🇰🇷🧠

CLIcK: A Benchmark Dataset of Cultural and Linguistic Intelligence in Korean

Introduction 🎉

CLIcK (Cultural and Linguistic Intelligence in Korean) is a comprehensive dataset designed to evaluate cultural and linguistic intelligence in the context of Korean language models. In an era where diverse language models are continually emerging, there is a pressing need for robust evaluation datasets, especially for non-English languages like Korean. CLIcK fills this gap by providing a rich, well-categorized dataset focusing on both cultural and linguistic aspects, enabling a nuanced assessment of Korean language models.

News 📰

• [LREC-COLING] Our paper introducing CLIcK has been accepted to LREC-COLING 2024!🎉
• [3/20] We revise some grammatical errors in the dataset. Test with the new version of CLIcK!

Dataset Description 📊

The CLIcK benchmark comprises two broad categories: Culture and Language, which are further divided into 11 fine-grained subcategories.

Categories 📂

• Language 🗣️

  • Textual Knowledge
  • Grammatical Knowledge
  • Functional Knowledge

• Culture 🌍

  • Korean Society
  • Korean Tradition
  • Korean Politics
  • Korean Economy
  • Korean Law
  • Korean History
  • Korean Geography
  • Korean Popular Culture (K-Pop)

Construction 🏗️

CLIcK was developed using two human-centric approaches:

1. Reclassification of official and well-designed exam data into our defined categories.
2. Generation of questions using ChatGPT, based on official educational materials from the Korean Ministry of Justice, followed by our own validation process.

Structure 🏛️

The dataset is organized as follows, with each subcategory containing relevant JSON files:

📦CLIcK
 └─ Dataset
    ├─ Culture
    │  ├─ [Each cultural subcategory with associated JSON files]
    └─ Language
       ├─ [Each language subcategory with associated JSON files]

Exam Code Descriptions 📜

• KIIP: Korea Immigration & Integration Program (Website)
• CSAT: College Scholastic Ability Test for Korean (Website)
• Kedu: Test of Teaching Korean as a Foreign Language exams (Website)
• PSE: Public Service Exam for 9th grade
• TOPIK: Test of Proficiency in Korean (Website)
• KHB: Korean History Exam Basic (Website)
• PSAT: Public Service Aptitude Test in Korea

Results

Models	Average Accuracy (Korean Culture)	Average Accuracy (Korean Language)
Polyglot-Ko 1.3B	32.71%	22.88%
Polyglot-Ko 3.8B	32.90%	22.38%
Polyglot-Ko 5.8B	33.14%	23.27%
Polyglot-Ko 12.8B	33.40%	22.24%
KULLM 5.8B	33.79%	23.50%
KULLM 12.8B	33.51%	23.78%
KoAlpaca 5.8B	32.33%	23.87%
KoAlpaca 12.8B	33.80%	22.42%
LLaMA-Ko 7B	33.26%	25.69%
LLaMA 7B	35.44%	27.17%
LLaMA 13B	36.22%	26.71%
GPT-3.5	49.30%	42.32%
Claude2	51.72%	45.39%

Dataset Link 🔗

The CLIcK dataset is available on the Hugging Face Hub: CLIcK Dataset

Citation 📝

If you use CLIcK in your research, please cite our paper:

@misc{kim2024click,
      title={CLIcK: A Benchmark Dataset of Cultural and Linguistic Intelligence in Korean}, 
      author={Eunsu Kim and Juyoung Suk and Philhoon Oh and Haneul Yoo and James Thorne and Alice Oh},
      year={2024},
      eprint={2403.06412},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}

Contact 📧

For any questions or inquiries, please contact [email protected].