Datasets:
Tasks:
Text Classification
Sub-tasks:
multi-label-classification
Languages:
English
Size:
10K<n<100K
License:
--- | |
--- | |
# Dataset Card for "daily_dialog" | |
## Table of Contents | |
- [Dataset Description](#dataset-description) | |
- [Dataset Summary](#dataset-summary) | |
- [Supported Tasks](#supported-tasks) | |
- [Languages](#languages) | |
- [Dataset Structure](#dataset-structure) | |
- [Data Instances](#data-instances) | |
- [Data Fields](#data-fields) | |
- [Data Splits Sample Size](#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](#dataset-description) | |
- **Homepage:** [http://yanran.li/dailydialog](http://yanran.li/dailydialog) | |
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
- **Size of downloaded dataset files:** 4.27 MB | |
- **Size of the generated dataset:** 8.23 MB | |
- **Total amount of disk used:** 12.50 MB | |
### [Dataset Summary](#dataset-summary) | |
We develop a high-quality multi-turn dialog dataset, DailyDialog, which is intriguing in several aspects. | |
The language is human-written and less noisy. The dialogues in the dataset reflect our daily communication way | |
and cover various topics about our daily life. We also manually label the developed dataset with communication | |
intention and emotion information. Then, we evaluate existing approaches on DailyDialog dataset and hope it | |
benefit the research field of dialog systems. | |
### [Supported Tasks](#supported-tasks) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Languages](#languages) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
## [Dataset Structure](#dataset-structure) | |
We show detailed information for up to 5 configurations of the dataset. | |
### [Data Instances](#data-instances) | |
#### default | |
- **Size of downloaded dataset files:** 4.27 MB | |
- **Size of the generated dataset:** 8.23 MB | |
- **Total amount of disk used:** 12.50 MB | |
An example of 'validation' looks as follows. | |
``` | |
This example was too long and was cropped: | |
{ | |
"act": [2, 1, 1, 1, 1, 2, 3, 2, 3, 4], | |
"dialog": "[\"Good afternoon . This is Michelle Li speaking , calling on behalf of IBA . Is Mr Meng available at all ? \", \" This is Mr Meng ...", | |
"emotion": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0] | |
} | |
``` | |
### [Data Fields](#data-fields) | |
The data fields are the same among all splits. | |
#### default | |
- `dialog`: a `list` of `string` features. | |
- `act`: a `list` of classification labels, with possible values including `__dummy__` (0), `inform` (1), `question` (2), `directive` (3), `commissive` (4). | |
- `emotion`: a `list` of classification labels, with possible values including `no emotion` (0), `anger` (1), `disgust` (2), `fear` (3), `happiness` (4). | |
### [Data Splits Sample Size](#data-splits-sample-size) | |
| name |train|validation|test| | |
|-------|----:|---------:|---:| | |
|default|11118| 1000|1000| | |
## [Dataset Creation](#dataset-creation) | |
### [Curation Rationale](#curation-rationale) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Source Data](#source-data) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Annotations](#annotations) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Personal and Sensitive Information](#personal-and-sensitive-information) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
## [Considerations for Using the Data](#considerations-for-using-the-data) | |
### [Social Impact of Dataset](#social-impact-of-dataset) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Discussion of Biases](#discussion-of-biases) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Other Known Limitations](#other-known-limitations) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
## [Additional Information](#additional-information) | |
### [Dataset Curators](#dataset-curators) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Licensing Information](#licensing-information) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Citation Information](#citation-information) | |
``` | |
@InProceedings{li2017dailydialog, | |
author = {Li, Yanran and Su, Hui and Shen, Xiaoyu and Li, Wenjie and Cao, Ziqiang and Niu, Shuzi}, | |
title = {DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset}, | |
booktitle = {Proceedings of The 8th International Joint Conference on Natural Language Processing (IJCNLP 2017)}, | |
year = {2017} | |
} | |
``` | |
### Contributions | |
Thanks to [@thomwolf](https://github.com/thomwolf), [@julien-c](https://github.com/julien-c) for adding this dataset. |