Datasets:
Tasks:
Text Classification
Sub-tasks:
sentiment-classification
Languages:
English
Multilinguality:
monolingual
Size Categories:
1K<n<10K
Language Creators:
found
Annotations Creators:
expert-generated
Source Datasets:
original
ArXiv:
Tags:
License:
| annotations_creators: | |
| - expert-generated | |
| language_creators: | |
| - found | |
| languages: | |
| - en | |
| licenses: | |
| - cc-by-4-0 | |
| multilinguality: | |
| - monolingual | |
| size_categories: | |
| - 1K<n<10K | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - text-classification | |
| task_ids: | |
| - sentiment-classification | |
| # Dataset Card Creation Guide | |
| ## Table of Contents | |
| - [Dataset Description](#dataset-description) | |
| - [Dataset Summary](#dataset-summary) | |
| - [Supported Tasks](#supported-tasks-and-leaderboards) | |
| - [Languages](#languages) | |
| - [Dataset Structure](#dataset-structure) | |
| - [Data Instances](#data-instances) | |
| - [Data Fields](#data-instances) | |
| - [Data Splits](#data-instances) | |
| - [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:** N/A | |
| - **Repository:** [GitHub](https://github.com/google-research-datasets/poem-sentiment) | |
| - **Paper:** [Investigating Societal Biases in a Poetry Composition System](https://arxiv.org/abs/2011.02686) | |
| - **Leaderboard:** N/A | |
| - **Point of Contact:** - | |
| ### Dataset Summary | |
| Poem Sentiment is a sentiment dataset of poem verses from Project Gutenberg. | |
| This dataset can be used for tasks such as sentiment classification or style transfer for poems. | |
| ### Supported Tasks and Leaderboards | |
| [More Information Needed] | |
| ### Languages | |
| The text in the dataset is in English (`en`). | |
| ## Dataset Structure | |
| ### Data Instances | |
| Example of one instance in the dataset. | |
| ```{'id': 0, 'label': 2, 'verse_text': 'with pale blue berries. in these peaceful shades--'}``` | |
| ### Data Fields | |
| - `id`: index of the example | |
| - `verse_text`: The text of the poem verse | |
| - `label`: The sentiment label. Here | |
| - 0 = negative | |
| - 1 = positive | |
| - 2 = no impact | |
| - 3 = mixed (both negative and positive) | |
| > Note: The original dataset uses different label indices (negative = -1, no impact = 0, positive = 1) | |
| ### Data Splits | |
| The dataset is split into a `train`, `validation`, and `test` split with the following sizes: | |
| | | Tain | Valid | Test | | |
| | ----- | ------ | ----- | ----- | | |
| | Number of examples | 892 | 105 | 104 | | |
| [More Information Needed] | |
| ## Dataset Creation | |
| ### Curation Rationale | |
| [More Information Needed] | |
| ### Source Data | |
| [More Information Needed] | |
| #### Initial Data Collection and Normalization | |
| [More Information Needed] | |
| #### Who are the source language producers? | |
| [More Information Needed] | |
| ### Annotations | |
| [More Information Needed] | |
| #### 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 | |
| [More Information Needed] | |
| ### Licensing Information | |
| This work is licensed under a Creative Commons Attribution 4.0 International License | |
| ### Citation Information | |
| ``` | |
| @misc{sheng2020investigating, | |
| title={Investigating Societal Biases in a Poetry Composition System}, | |
| author={Emily Sheng and David Uthus}, | |
| year={2020}, | |
| eprint={2011.02686}, | |
| archivePrefix={arXiv}, | |
| primaryClass={cs.CL} | |
| } | |
| ``` | |
| ### Contributions | |
| Thanks to [@patil-suraj](https://github.com/patil-suraj) for adding this dataset. |