|
--- |
|
annotations_creators: |
|
- found |
|
language_creators: |
|
- found |
|
language: |
|
- da |
|
- en |
|
- lv |
|
- nb |
|
- zh |
|
license: |
|
- c-uda |
|
multilinguality: |
|
- multilingual |
|
size_categories: |
|
- 10K<n<100K |
|
source_datasets: |
|
- original |
|
task_categories: |
|
- translation |
|
task_ids: [] |
|
pretty_name: CodeXGlueTtTextToText |
|
tags: |
|
- code-documentation-translation |
|
dataset_info: |
|
- config_name: da_en |
|
features: |
|
- name: id |
|
dtype: int32 |
|
- name: source |
|
dtype: string |
|
- name: target |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 8163175 |
|
num_examples: 42701 |
|
- name: validation |
|
num_bytes: 190332 |
|
num_examples: 1000 |
|
- name: test |
|
num_bytes: 190772 |
|
num_examples: 1000 |
|
download_size: 4322666 |
|
dataset_size: 8544279 |
|
- config_name: lv_en |
|
features: |
|
- name: id |
|
dtype: int32 |
|
- name: source |
|
dtype: string |
|
- name: target |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 3644127 |
|
num_examples: 18749 |
|
- name: validation |
|
num_bytes: 192519 |
|
num_examples: 1000 |
|
- name: test |
|
num_bytes: 190875 |
|
num_examples: 1000 |
|
download_size: 3778501 |
|
dataset_size: 4027521 |
|
- config_name: no_en |
|
features: |
|
- name: id |
|
dtype: int32 |
|
- name: source |
|
dtype: string |
|
- name: target |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 8761795 |
|
num_examples: 44322 |
|
- name: validation |
|
num_bytes: 203823 |
|
num_examples: 1000 |
|
- name: test |
|
num_bytes: 197135 |
|
num_examples: 1000 |
|
download_size: 8606833 |
|
dataset_size: 9162753 |
|
- config_name: zh_en |
|
features: |
|
- name: id |
|
dtype: int32 |
|
- name: source |
|
dtype: string |
|
- name: target |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 9592196 |
|
num_examples: 50154 |
|
- name: validation |
|
num_bytes: 192155 |
|
num_examples: 1000 |
|
- name: test |
|
num_bytes: 195245 |
|
num_examples: 1000 |
|
download_size: 9353684 |
|
dataset_size: 9979596 |
|
configs: |
|
- config_name: da_en |
|
data_files: |
|
- split: train |
|
path: da_en/train-* |
|
- split: validation |
|
path: da_en/validation-* |
|
- split: test |
|
path: da_en/test-* |
|
--- |
|
# Dataset Card for "code_x_glue_tt_text_to_text" |
|
|
|
## Table of Contents |
|
- [Dataset Description](#dataset-description) |
|
- [Dataset Summary](#dataset-summary) |
|
- [Supported Tasks and Leaderboards](#supported-tasks) |
|
- [Languages](#languages) |
|
- [Dataset Structure](#dataset-structure) |
|
- [Data Instances](#data-instances) |
|
- [Data Fields](#data-fields) |
|
- [Data Splits](#data-splits-sample-size) |
|
- [Dataset Creation](#dataset-creation) |
|
- [Curation Rationale](#curation-rationale) |
|
- [Source Data](#source-data) |
|
- [Annotations](#annotations) |
|
- [Personal and Sensitive Information](#personal-and-sensitive-information) |
|
- [Considerations for Using the Data](#considerations-for-using-the-data) |
|
- [Social Impact of Dataset](#social-impact-of-dataset) |
|
- [Discussion of Biases](#discussion-of-biases) |
|
- [Other Known Limitations](#other-known-limitations) |
|
- [Additional Information](#additional-information) |
|
- [Dataset Curators](#dataset-curators) |
|
- [Licensing Information](#licensing-information) |
|
- [Citation Information](#citation-information) |
|
- [Contributions](#contributions) |
|
|
|
## Dataset Description |
|
|
|
- **Homepage:** https://github.com/microsoft/CodeXGLUE/tree/main/Text-Text/text-to-text |
|
- **Paper:** https://arxiv.org/abs/2102.04664 |
|
|
|
### Dataset Summary |
|
|
|
CodeXGLUE text-to-text dataset, available at https://github.com/microsoft/CodeXGLUE/tree/main/Text-Text/text-to-text |
|
|
|
The dataset we use is crawled and filtered from Microsoft Documentation, whose document located at https://github.com/MicrosoftDocs/. |
|
|
|
### Supported Tasks and Leaderboards |
|
|
|
- `machine-translation`: The dataset can be used to train a model for translating Technical documentation between languages. |
|
|
|
### Languages |
|
|
|
da_en, lv_en, no_en, zh_en |
|
|
|
## Dataset Structure |
|
|
|
### Data Instances |
|
|
|
#### da_en |
|
|
|
An example of 'test' looks as follows. |
|
``` |
|
{ |
|
"id": 0, |
|
"source": "4 . K\u00f8r modellen , og udgiv den som en webtjeneste .\n", |
|
"target": "4 . Run the model , and publish it as a web service .\n" |
|
} |
|
``` |
|
|
|
#### lv_en |
|
|
|
An example of 'train' looks as follows. |
|
``` |
|
{ |
|
"id": 0, |
|
"source": "title : Pakalpojumu objektu izveide\n", |
|
"target": "title : Create service objects\n" |
|
} |
|
``` |
|
|
|
#### no_en |
|
|
|
An example of 'validation' looks as follows. |
|
``` |
|
{ |
|
"id": 0, |
|
"source": "2 . \u00c5pne servicevaren du vil definere komponenter fra en stykkliste for .\n", |
|
"target": "2 . Open the service item for which you want to set up components from a BOM .\n" |
|
} |
|
``` |
|
|
|
#### zh_en |
|
|
|
An example of 'validation' looks as follows. |
|
``` |
|
{ |
|
"id": 0, |
|
"source": "& # 124 ; MCDUserNotificationReadStateFilterAny & # 124 ; 0 & # 124 ; \u5305\u62ec \u901a\u77e5 , \u800c \u4e0d \u8003\u8651 \u8bfb\u53d6 \u72b6\u6001 \u3002 & # 124 ;\n", |
|
"target": "| MCDUserNotificationReadStateFilterAny | 0 | Include notifications regardless of read state . |\n" |
|
} |
|
``` |
|
|
|
### Data Fields |
|
|
|
In the following each data field in go is explained for each config. The data fields are the same among all splits. |
|
|
|
#### da_en, lv_en, no_en, zh_en |
|
|
|
|field name| type | description | |
|
|----------|------|----------------------------------------| |
|
|id |int32 | The index of the sample | |
|
|source |string| The source language version of the text| |
|
|target |string| The target language version of the text| |
|
|
|
### Data Splits |
|
|
|
|name |train|validation|test| |
|
|-----|----:|---------:|---:| |
|
|da_en|42701| 1000|1000| |
|
|lv_en|18749| 1000|1000| |
|
|no_en|44322| 1000|1000| |
|
|zh_en|50154| 1000|1000| |
|
|
|
## Dataset Creation |
|
|
|
### Curation Rationale |
|
|
|
[More Information Needed] |
|
|
|
### Source Data |
|
|
|
#### Initial Data Collection and Normalization |
|
|
|
[More Information Needed] |
|
|
|
#### Who are the source language producers? |
|
|
|
[More Information Needed] |
|
|
|
### Annotations |
|
|
|
#### Annotation process |
|
|
|
[More Information Needed] |
|
|
|
#### Who are the annotators? |
|
|
|
[More Information Needed] |
|
|
|
### Personal and Sensitive Information |
|
|
|
[More Information Needed] |
|
|
|
## Considerations for Using the Data |
|
|
|
### Social Impact of Dataset |
|
|
|
[More Information Needed] |
|
|
|
### Discussion of Biases |
|
|
|
[More Information Needed] |
|
|
|
### Other Known Limitations |
|
|
|
[More Information Needed] |
|
|
|
## Additional Information |
|
|
|
### Dataset Curators |
|
|
|
https://github.com/microsoft, https://github.com/madlag |
|
|
|
### Licensing Information |
|
|
|
Computational Use of Data Agreement (C-UDA) License. |
|
|
|
### Citation Information |
|
|
|
``` |
|
@article{DBLP:journals/corr/abs-2102-04664, |
|
author = {Shuai Lu and |
|
Daya Guo and |
|
Shuo Ren and |
|
Junjie Huang and |
|
Alexey Svyatkovskiy and |
|
Ambrosio Blanco and |
|
Colin B. Clement and |
|
Dawn Drain and |
|
Daxin Jiang and |
|
Duyu Tang and |
|
Ge Li and |
|
Lidong Zhou and |
|
Linjun Shou and |
|
Long Zhou and |
|
Michele Tufano and |
|
Ming Gong and |
|
Ming Zhou and |
|
Nan Duan and |
|
Neel Sundaresan and |
|
Shao Kun Deng and |
|
Shengyu Fu and |
|
Shujie Liu}, |
|
title = {CodeXGLUE: {A} Machine Learning Benchmark Dataset for Code Understanding |
|
and Generation}, |
|
journal = {CoRR}, |
|
volume = {abs/2102.04664}, |
|
year = {2021} |
|
} |
|
``` |
|
|
|
### Contributions |
|
|
|
Thanks to @madlag (and partly also @ncoop57) for adding this dataset. |
