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CrowS-Pairs

Introduced by Nikita Nangia et al. in CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models archive 2025-07-28

CrowS-Pairs has 1508 examples that cover stereotypes dealing with nine types of bias, like race, religion, and age. In CrowS-Pairs a model is presented with two sentences: one that is more stereotyping and another that is less stereotyping. The data focuses on stereotypes about historically disadvantaged groups and contrasts them with advantaged groups.

Source: CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Stereotypical Bias Analysis CrowS-Pairs GAL 120B Gender 51.9 Galactica: A Large Language Model for Science paperswithcode/galai 4 Compare

Papers archive 2025-07-28

3 shown of 3 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 147. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
LLaMA: Open and Efficient Foundation Language Models 57 1 27 Feb 2023 ran 26 of 58 samples (32 unverified; 4 pointer-only for licence)
Galactica: A Large Language Model for Science 1 1 16 Nov 2022 ran 0 of 2 samples (2 unverified)
OPT: Open Pre-trained Transformer Language Models 11 2 2 May 2022 ran 6 of 24 samples (18 unverified; 16 pointer-only for licence)

Dataset loaders archive 2025-07-28

3 loaders as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • CrowS-Pairs

1 variant name, as the archive lists them.

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