Datasets:
Tasks:
Token Classification
Modalities:
Text
Sub-tasks:
named-entity-recognition
Languages:
English
Size:
100K - 1M
Tags:
structure-prediction
License:
| annotations_creators: | |
| - expert-generated | |
| language_creators: | |
| - found | |
| language: | |
| - en | |
| license: | |
| - cc-by-sa-4.0 | |
| multilinguality: | |
| - monolingual | |
| paperswithcode_id: few-nerd | |
| pretty_name: Few-NERD | |
| size_categories: | |
| - 100K<n<1M | |
| source_datasets: | |
| - extended|wikipedia | |
| task_categories: | |
| - structure-prediction | |
| task_ids: | |
| - named-entity-recognition | |
| # Dataset Card for "Few-NERD" | |
| ## 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:** [https://ningding97.github.io/fewnerd/](https://ningding97.github.io/fewnerd/) | |
| - **Repository:** [https://github.com/thunlp/Few-NERD](https://github.com/thunlp/Few-NERD) | |
| - **Paper:** [https://aclanthology.org/2021.acl-long.248/](https://aclanthology.org/2021.acl-long.248/) | |
| - **Point of Contact:** See [https://ningding97.github.io/fewnerd/](https://ningding97.github.io/fewnerd/) | |
| ### Dataset Summary | |
| This script is for loading the Few-NERD dataset from https://ningding97.github.io/fewnerd/. | |
| Few-NERD is a large-scale, fine-grained manually annotated named entity recognition dataset, which contains 8 coarse-grained types, 66 fine-grained types, 188,200 sentences, 491,711 entities, and 4,601,223 tokens. Three benchmark tasks are built, one is supervised (Few-NERD (SUP)) and the other two are few-shot (Few-NERD (INTRA) and Few-NERD (INTER)). | |
| NER tags use the `IO` tagging scheme. The original data uses a 2-column CoNLL-style format, with empty lines to separate sentences. DOCSTART information is not provided since the sentences are randomly ordered. | |
| For more details see https://ningding97.github.io/fewnerd/ and https://aclanthology.org/2021.acl-long.248/. | |
| ### Supported Tasks and Leaderboards | |
| - **Tasks:** Named Entity Recognition, Few-shot NER | |
| - **Leaderboards:** | |
| - https://ningding97.github.io/fewnerd/ | |
| - named-entity-recognition:https://paperswithcode.com/sota/named-entity-recognition-on-few-nerd-sup | |
| - other-few-shot-ner:https://paperswithcode.com/sota/few-shot-ner-on-few-nerd-intra | |
| - other-few-shot-ner:https://paperswithcode.com/sota/few-shot-ner-on-few-nerd-inter | |
| ### Languages | |
| English | |
| ## Dataset Structure | |
| ### Data Instances | |
| - **Size of downloaded dataset files:** | |
| - `super`: 14.6 MB | |
| - `intra`: 11.4 MB | |
| - `inter`: 11.5 MB | |
| - **Size of the generated dataset:** | |
| - `super`: 116.9 MB | |
| - `intra`: 106.2 MB | |
| - `inter`: 106.2 MB | |
| - **Total amount of disk used:** 366.8 MB | |
| An example of 'train' looks as follows. | |
| ```json | |
| { | |
| 'id': '1', | |
| 'tokens': ['It', 'starred', 'Hicks', "'s", 'wife', ',', 'Ellaline', 'Terriss', 'and', 'Edmund', 'Payne', '.'], | |
| 'ner_tags': [0, 0, 7, 0, 0, 0, 7, 7, 0, 7, 7, 0], | |
| 'fine_ner_tags': [0, 0, 51, 0, 0, 0, 50, 50, 0, 50, 50, 0] | |
| } | |
| ``` | |
| ### Data Fields | |
| The data fields are the same among all splits. | |
| - `id`: a `string` feature. | |
| - `tokens`: a `list` of `string` features. | |
| - `ner_tags`: a `list` of classification labels, with possible values including `O` (0), `art` (1), `building` (2), `event` (3), `location` (4), `organization` (5), `other`(6), `person` (7), `product` (8) | |
| - `fine_ner_tags`: a `list` of fine-grained classification labels, with possible values including `O` (0), `art-broadcastprogram` (1), `art-film` (2), ... | |
| ### Data Splits | |
| | Task | Train | Dev | Test | | |
| | ----- | ------ | ----- | ---- | | |
| | SUP | 131767 | 18824 | 37648 | | |
| | INTRA | 99519 | 19358 | 44059 | | |
| | INTER | 130112 | 18817 | 14007 | | |
| ## Dataset Creation | |
| ### Curation Rationale | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Source Data | |
| #### Initial Data Collection and Normalization | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| #### Who are the source language producers? | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Annotations | |
| #### Annotation process | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| #### Who are the annotators? | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### 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 | |
| ### 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 | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Other Known Limitations | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## Additional Information | |
| ### Dataset Curators | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Licensing Information | |
| [CC BY-SA 4.0 license](https://creativecommons.org/licenses/by-sa/4.0/) | |
| ### Citation Information | |
| ``` | |
| @inproceedings{ding-etal-2021-nerd, | |
| title = "Few-{NERD}: A Few-shot Named Entity Recognition Dataset", | |
| author = "Ding, Ning and | |
| Xu, Guangwei and | |
| Chen, Yulin and | |
| Wang, Xiaobin and | |
| Han, Xu and | |
| Xie, Pengjun and | |
| Zheng, Haitao and | |
| Liu, Zhiyuan", | |
| booktitle = "Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)", | |
| month = aug, | |
| year = "2021", | |
| address = "Online", | |
| publisher = "Association for Computational Linguistics", | |
| url = "https://aclanthology.org/2021.acl-long.248", | |
| doi = "10.18653/v1/2021.acl-long.248", | |
| pages = "3198--3213", | |
| } | |
| ``` | |
| ### Contributions | |