KorNLU Datasets
This is the dataset repository for our paper KorNLI and KorSTS: New Benchmark Datasets for Korean Natural Language Understanding.
We introduce KorNLI and KorSTS, which are NLI and STS datasets in Korean.
KorNLI
Dataset Overview
| KorNLI | Total | Train | Dev. | Test |
|---|---|---|---|---|
| Source | - | SNLI, MNLI | XNLI | XNLI |
| Translated by | - | Machine | Human | Human |
| # Examples | 950,354 | 942,854 | 2,490 | 5,010 |
| Avg. # words (premise) | 13.6 | 13.6 | 13.0 | 13.1 |
| Avg. # words (hypothesis) | 7.1 | 7.2 | 6.8 | 6.8 |
Examples
| Example | English Translation | Label |
|---|---|---|
| P: 저는, 그냥 알아내려고 거기 있었어요. H: 이해하려고 노력하고 있었어요. |
I was just there just trying to figure it out. I was trying to understand. |
Entailment |
| P: 저는, 그냥 알아내려고 거기 있었어요. H: 나는 처음부터 그것을 잘 이해했다. |
I was just there just trying to figure it out. I understood it well from the beginning. |
Contradiction |
| P: 저는, 그냥 알아내려고 거기 있었어요. H: 나는 돈이 어디로 갔는지 이해하려고 했어요. |
I was just there just trying to figure it out. I was trying to understand where the money went. |
Neutral |
KorSTS
Dataset Overview
| KorSTS | Total | Train | Dev. | Test |
|---|---|---|---|---|
| Source | - | STS-B | STS-B | STS-B |
| Translated by | - | Machine | Human | Human |
| # Examples | 8,628 | 5,749 | 1,500 | 1,379 |
| Avg. # words | 7.7 | 7.5 | 8.7 | 7.6 |
Examples
| Example | English Translation | Label |
|---|---|---|
| 한 남자가 음식을 먹고 있다. 한 남자가 뭔가를 먹고 있다. |
A man is eating food. A man is eating something. |
4.2 |
| 한 비행기가 착륙하고 있다. 애니메이션화된 비행기 하나가 착륙하고 있다. |
A plane is landing. A animated airplane is landing. |
2.8 |
| 한 여성이 고기를 요리하고 있다. 한 남자가 말하고 있다. |
A woman is cooking meat. A man is speaking. |
0.0 |
License
Creative Commons Attribution-ShareAlike license (CC BY-SA 4.0)
References
If you use KorNLI or KorSTS for research, please cite our paper:
@article{ham2020kornli,
title={KorNLI and KorSTS: New Benchmark Datasets for Korean Natural Language Understanding},
author={Ham, Jiyeon and Choe, Yo Joong and Park, Kyubyong and Choi, Ilji and Soh, Hyungjoon},
journal={arXiv preprint arXiv:2004.03289},
year={2020}
}