SOTAVerified

Bias Detection

Bias detection is the task of detecting and measuring racism, sexism and otherwise discriminatory behavior in a model (Source: https://stereoset.mit.edu/)

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 of 199 papers

TitleStatusHype
BEADs: Bias Evaluation Across Domains—0
Auditing Algorithmic Fairness in Machine Learning for Health with Severity-Based LOGAN—0
Evaluating Fairness Metrics in the Presence of Dataset Bias—0
Current State-of-the-Art of Bias Detection and Mitigation in Machine Translation for African and European Languages: a Review—0
Auditing a Dutch Public Sector Risk Profiling Algorithm Using an Unsupervised Bias Detection Tool—0
BiaSWE: An Expert Annotated Dataset for Misogyny Detection in Swedish—0
An Interdisciplinary Approach for the Automated Detection and Visualization of Media Bias in News Articles—0
Decoding Biases: Automated Methods and LLM Judges for Gender Bias Detection in Language Models—0
Decoding News Bias: Multi Bias Detection in News Articles—0
Decoding News Narratives: A Critical Analysis of Large Language Models in Framing Detection—0
Deep Learning for Bias Detection: From Inception to Deployment—0
BiasAlert: A Plug-and-play Tool for Social Bias Detection in LLMs—0
Experiments in News Bias Detection with Pre-Trained Neural Transformers—0
BiasScanner: Automatic Detection and Classification of News Bias to Strengthen Democracy—0
BiasLab: Toward Explainable Political Bias Detection with Dual-Axis Annotations and Rationale Indicators—0
Anatomizing Bias in Facial Analysis—0
Mitigating the Risk of Health Inequity Exacerbated by Large Language Models—0
Bias in Large Language Models: Origin, Evaluation, and Mitigation—0
A Deep Dive into Effects of Structural Bias on CMA-ES Performance along Affine Trajectories—0
Epistemological Bias As a Means for the Automated Detection of Injustices in Text—0
A Meta Survey of Quality Evaluation Criteria in Explanation Methods—0
BiasGuard: A Reasoning-enhanced Bias Detection Tool For Large Language Models—0
DocNet: Semantic Structure in Inductive Bias Detection Models—0
Bias in word embeddings—0
Efficient Fairness Testing in Large Language Models: Prioritizing Metamorphic Relations for Bias Detection—0
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All datasetsStereoSetrt-inod-biasICAT LLM biasPlantVillage_8pxWiki Neutrality Corpus

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-2 (small)ICAT Score72.97—Unverified
2XLNet (large)ICAT Score72.03—Unverified
3GPT-2 (medium)ICAT Score71.73—Unverified
4BERT (base)ICAT Score71.21—Unverified
5GPT-2 (large)ICAT Score70.54—Unverified
6BERT (large)ICAT Score69.89—Unverified
7RoBERTa (base)ICAT Score67.5—Unverified
8GAL 120BICAT Score65.6—Unverified
9XLNet (base)ICAT Score62.1—Unverified
10GPT-3 (text-davinci-002)ICAT Score60.8—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4Best-of0.5—Unverified
2BaselineBest-of0.41—Unverified
3GemmaBest-of0.41—Unverified
4MistralBest-of0.36—Unverified
5Llama2Best-of0.34—Unverified
#ModelMetricClaimedVerifiedStatus
1BADICAT Score23.44—Unverified
#ModelMetricClaimedVerifiedStatus
1RandomForest_default_hyperparametersAccuracy (%)49—Unverified
#ModelMetricClaimedVerifiedStatus
1RoBERTa+ALBERTF170.4—Unverified