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Bias Detection research benchmarks · SOTA2 Research

Bias Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

RedditBias (test)

79.3Acc

12

Feb 26, 2026

The Gab Hate (GHC) (test)

71.25Accuracy

12

Feb 26, 2026

DeepSeek-R1-32B

93.6Accuracy

12

Feb 26, 2026

Implicit Toxicity (test)

81Accuracy

12

Feb 26, 2026

90.3Accuracy

12

Feb 26, 2026

ImageNet-X 1.0 (val)

11.21GT → Detected HIT

12

Feb 26, 2026

mini_listwise_BT

80.8Macro F1

8

Feb 26, 2026

14.18HIT Rate

6

Feb 26, 2026

Paired-prompt bias evaluation (Gender, Race, Religion, Age, Nationality)

Meta Llama 3 8B

0Bias Detection Rate

4

Jun 4, 2026

University Admissions Task dataset

-0.029Ethnicity Bias Delta (White-sounding Favored)

4

Feb 26, 2026

Loan Approval Task

0.017Bias: Favors Female (Gender)

4

Feb 26, 2026

Colored MNIST Unbiased 33/33/33

ActivationBias (Level 2)

95Specificity

2

Jul 9, 2026

Colored MNIST red-biased family Severity IV 60 20 20

ActivationBias (Level 2)

86Recall

2

Jul 9, 2026

Colored MNIST red-biased Severity III 80/10/10

ActivationBias (Level 2)

100Recall

2

Jul 9, 2026

Colored MNIST red-biased Severity II 90/5/5

ActivationBias (Level 2)

100Recall

2

Jul 9, 2026

Colored MNIST red-biased family Severity I 99/.5/.5

ActivationBias (Level 2)

100Recall

2

Jul 9, 2026

Popular datasets

Colored MNIST ToxiGen CelebA SBIC ImageNet-X

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