Datasets:
Tasks:
Text Classification
Modalities:
Text
Sub-tasks:
multi-class-classification
Languages:
English
Size:
10K - 100K
ArXiv:
License:
| YAML tags: | |
| annotations_creators: | |
| - expert-generated | |
| - crowdsourced | |
| language_creators: | |
| - expert-generated | |
| languages: | |
| - en-US | |
| licenses: | |
| - other-individual-licenses | |
| multilinguality: | |
| - monolingual | |
| pretty_name: '' | |
| size_categories: | |
| - unknown | |
| source_datasets: | |
| - original | |
| - extended|ade_corpus_v2 | |
| - extended|banking77 | |
| task_categories: | |
| - text-classification | |
| task_ids: | |
| - multi-class-classification | |
| # Dataset Card for RAFT | |
| ## Table of Contents | |
| - [Table of Contents](#table-of-contents) | |
| - [Dataset Description](#dataset-description) | |
| - [Dataset Summary](#dataset-summary) | |
| - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
| - [Languages](#languages) | |
| - [Dataset Structure](#dataset-structure) | |
| - [Data Instances](#data-instances) | |
| - [Data Fields](#data-fields) | |
| - [Data Splits](#data-splits) | |
| - [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:** raft.elicit.org | |
| - **Repository:** https://huggingface.co/datasets/ought/raft | |
| - **Paper:** forthcoming | |
| - **Leaderboard:** https://huggingface.co/spaces/ought/raft-leaderboard | |
| - **Point of Contact:** [email protected] | |
| ### Dataset Summary | |
| The Real-world Annotation for Few-shot Tasks (RAFT) dataset is an aggregation of English-language datasets found in the real world. Associated with each dataset is a binary or multiclass classification task, intended to improve our understanding of how language models perform on tasks that have concrete, real-world value. Only 50 labeled examples are provided in each dataset. | |
| ### Supported Tasks and Leaderboards | |
| [More Information Needed] | |
| ### Languages | |
| [More Information Needed] | |
| ## Dataset Structure | |
| ### Data Instances | |
| [More Information Needed] | |
| ### Data Fields | |
| [More Information Needed] | |
| ### Data Splits | |
| [More Information Needed] | |
| ## 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 | |
| [More Information Needed] | |
| ### Licensing Information | |
| RAFT aggregates many other datasets, each of which is provided under its own license. Generally, those licenses permit research and commercial use. | |
| | Dataset | License | | |
| | ----------- | ----------- | | |
| | Ade Corpus V2 | Test | | |
| | Banking 77 | | | |
| | Terms Of Service | | | |
| | Tai Safety Research | | | |
| | Neurips Impact Statement Risks | | | |
| | Overruling | | | |
| | Systematic Review Inclusion | | | |
| | One Stop English | | | |
| | Tweet Eval Hate | | | |
| | Twitter Complaints | | | |
| | Semiconductor Org Types | | | |
| ### Citation Information | |
| [More Information Needed] | |
| ### Contributions | |
| Thanks to [@neel-alex](https://github.com/neel-alex), [@uvafan](https://github.com/uvafan), and [@lewtun](https://github.com/lewtun) for adding this dataset. |