Datasets:

Sub-tasks:
text-scoring
Languages:
English
Multilinguality:
monolingual
Size Categories:
1K<n<10K
Language Creators:
crowdsourced
Annotations Creators:
crowdsourced
Source Datasets:
original
Tags:
bias-evaluation
License:
crows_pairs / README.md
albertvillanova's picture
Update dataset card (#3)
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metadata
annotations_creators:
  - crowdsourced
language_creators:
  - crowdsourced
language:
  - en
license:
  - cc-by-sa-4.0
multilinguality:
  - monolingual
size_categories:
  - 1K<n<10K
source_datasets:
  - original
task_categories:
  - text-classification
task_ids:
  - text-scoring
paperswithcode_id: crows-pairs
pretty_name: CrowS-Pairs
tags:
  - bias-evaluation
dataset_info:
  features:
    - name: id
      dtype: int32
    - name: sent_more
      dtype: string
    - name: sent_less
      dtype: string
    - name: stereo_antistereo
      dtype:
        class_label:
          names:
            '0': stereo
            '1': antistereo
    - name: bias_type
      dtype:
        class_label:
          names:
            '0': race-color
            '1': socioeconomic
            '2': gender
            '3': disability
            '4': nationality
            '5': sexual-orientation
            '6': physical-appearance
            '7': religion
            '8': age
    - name: annotations
      sequence:
        sequence:
          class_label:
            names:
              '0': race-color
              '1': socioeconomic
              '2': gender
              '3': disability
              '4': nationality
              '5': sexual-orientation
              '6': physical-appearance
              '7': religion
              '8': age
    - name: anon_writer
      dtype: string
    - name: anon_annotators
      sequence: string
  config_name: crows_pairs
  splits:
    - name: test
      num_bytes: 419976
      num_examples: 1508
  download_size: 437764
  dataset_size: 419976

Dataset Card for CrowS-Pairs

Table of Contents

Dataset Description

Dataset Summary

[More Information Needed]

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

[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

CrowS-Pairs is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

It is created using prompts taken from the ROCStories corpora and the fiction part of MNLI. Please refer to their papers for more details.

Citation Information

@inproceedings{nangia-etal-2020-crows,
    title = "{C}row{S}-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models",
    author = "Nangia, Nikita  and
      Vania, Clara  and
      Bhalerao, Rasika  and
      Bowman, Samuel R.",
    booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)",
    month = nov,
    year = "2020",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2020.emnlp-main.154",
    doi = "10.18653/v1/2020.emnlp-main.154",
    pages = "1953--1967",
}

Contributions

Thanks to @patil-suraj for adding this dataset.