Datasets:
Tasks:
Text Generation
Modalities:
Text
Formats:
json
Languages:
English
Size:
10K - 100K
ArXiv:
License:
license: apache-2.0 | |
task_categories: | |
- text-generation | |
language: | |
- en | |
pretty_name: coedit | |
size_categories: | |
- 10K<n<100K | |
# Dataset Card for CoEdIT: Text Editing via Instruction Tuning | |
## Paper: [CoEdIT: Text Editing by Task-Specific Instruction Tuning](https://arxiv.org/abs/2305.09857) | |
## Authors: Vipul Raheja, Dhruv Kumar, Ryan Koo, Dongyeop Kang | |
## Project Repo: [https://github.com/vipulraheja/coedit](https://github.com/vipulraheja/coedit) | |
## Dataset Summary | |
This is the dataset that was used to train the CoEdIT text editing models. Full details of the dataset can be found in our paper. | |
# Dataset Structure | |
The dataset is in JSON format. | |
## Data Instances | |
``` | |
{ | |
'_id': 1, | |
'task': "gec", | |
'src': "Improve the grammaticality: As the number of people grows, the need of habitable environment is unquestionably essential.", | |
'tgt': "As the number of people grows, the need for a habitable environment is unquestionably increasing." | |
} | |
``` | |
## Data Fields | |
* `_id`: | |
* `task`: Text editing task for this instance | |
* `src`: input text (formatted as `instruction: input_text`) | |
* `tgt`: output text | |
# Data Splits | |
* Train: 82,466 | |
* Validation: | |
# Citation | |
``` | |
@article{raheja2023coedit, | |
title={CoEdIT: Text Editing by Task-Specific Instruction Tuning}, | |
author={Vipul Raheja and Dhruv Kumar and Ryan Koo and Dongyeop Kang}, | |
year={2023}, | |
eprint={2305.09857}, | |
archivePrefix={arXiv}, | |
primaryClass={cs.CL} | |
} | |
``` | |