metadata

license: cc-by-sa-4.0
task_categories:
  - text-generation
  - translation
language:
  - es
  - ja
  - ru
tags:
  - code generation
pretty_name: mconala
size_categories:
  - n<1K

Dataset Card for MCoNaLa

Dataset Description

Homepage: https://github.com/zorazrw/multilingual-conala
Repository: https://github.com/zorazrw/multilingual-conala
Paper: https://arxiv.org/pdf/2203.08388.pdf
Leaderboard: https://explainaboard.inspiredco.ai/leaderboards?show_mine=false&sort_dir=desc&sort_field=created_at&dataset=mconala

Dataset Summary

MCoNaLa is a Multilingual Code/Natural Language Challenge dataset with 896 NL-Code pairs in three languages: Spanish, Japanese, and Russian.

Languages

Spanish, Japanese, Russian; Python

Dataset Structure

How to Use

from datasets import load_dataset

# Spanish subset
load_dataset("neulab/mconala", "es")
DatasetDict({
    test: Dataset({
        features: ['question_id', 'intent', 'rewritten_intent', 'snippet'],
        num_rows: 341
    })
})

# Japanese subset
load_dataset("neulab/mconala", "ja")
DatasetDict({
    test: Dataset({
        features: ['question_id', 'intent', 'rewritten_intent', 'snippet'],
        num_rows: 210
    })
})

# Russian subset
load_dataset("neulab/mconala", "ru")
DatasetDict({
    test: Dataset({
        features: ['question_id', 'intent', 'rewritten_intent', 'snippet'],
        num_rows: 345
    })
})

Data Fields

Field	Type	Description
question_id	int	StackOverflow post id of the sample
intent	string	Title of the Stackoverflow post as the initial NL intent
rewritten_intent	string	nl intent rewritten by human annotators
snippet	string	Python code solution to the NL intent

Data Splits

The dataset contains 341, 210, and 345 samples in Spanish, Japanese, and Russian.

Citation Information

@article{wang2022mconala,
  title={MCoNaLa: A Benchmark for Code Generation from Multiple Natural Languages},
  author={Zhiruo Wang, Grace Cuenca, Shuyan Zhou, Frank F. Xu, Graham Neubig},
  journal={arXiv preprint arXiv:2203.08388},
  year={2022}
}