SOTAVerified|Agents Browse Leaderboard About

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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–110 of 199 papers

Title	Date	Tasks	Status	Hype	Score
A Review of the Challenges with Massive Web-mined Corpora Used in Large Language Models Pre-Training	Jul 10, 2024	Bias Detection	—Unverified	0	0
STOOD-X methodology: using statistical nonparametric test for OOD Detection Large-Scale datasets enhanced with explainability	Apr 3, 2025	Bias DetectionOut of Distribution (OOD) Detection	—Unverified	0	0
Subtle Misogyny Detection and Mitigation: An Expert-Annotated Dataset	Nov 15, 2023	Bias DetectionText Generation	—Unverified	0	0
Adding Instructions during Pretraining: Effective Way of Controlling Toxicity in Language Models	Feb 14, 2023	Bias DetectionData Augmentation	—Unverified	0	0
Towards Integrating Fairness Transparently in Industrial Applications	Jun 10, 2020	Bias DetectionFairness	—Unverified	0	0
Target-Aware Contextual Political Bias Detection in News	Oct 2, 2023	Bias DetectionData Augmentation	—Unverified	0	0
Team Kermit-the-frog at SemEval-2019 Task 4: Bias Detection Through Sentiment Analysis and Simple Linguistic Features	Jun 1, 2019	Bias DetectionSentiment Analysis	—Unverified	0	0
Implications of the AI Act for Non-Discrimination Law and Algorithmic Fairness	Mar 29, 2024	Bias DetectionEthics	—Unverified	0	0
Improved Models for Media Bias Detection and Subcategorization	Dec 16, 2024	ArticlesBias Detection	—Unverified	0	0
Incorporating Subjectivity into Gendered Ambiguous Pronoun (GAP) Resolution using Style Transfer	Jul 1, 2022	Bias Detectioncoreference-resolution	—Unverified	0	0

Show:10 25 50

← PrevPage 11 of 20Next →

All datasets StereoSet rt-inod-bias ICAT LLM bias PlantVillage_8px Wiki Neutrality Corpus

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GPT-2 (small)	ICAT Score	72.97	—	Unverified
2	XLNet (large)	ICAT Score	72.03	—	Unverified
3	GPT-2 (medium)	ICAT Score	71.73	—	Unverified
4	BERT (base)	ICAT Score	71.21	—	Unverified
5	GPT-2 (large)	ICAT Score	70.54	—	Unverified
6	BERT (large)	ICAT Score	69.89	—	Unverified
7	RoBERTa (base)	ICAT Score	67.5	—	Unverified
8	GAL 120B	ICAT Score	65.6	—	Unverified
9	XLNet (base)	ICAT Score	62.1	—	Unverified
10	GPT-3 (text-davinci-002)	ICAT Score	60.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4	Best-of	0.5	—	Unverified
2	Baseline	Best-of	0.41	—	Unverified
3	Gemma	Best-of	0.41	—	Unverified
4	Mistral	Best-of	0.36	—	Unverified
5	Llama2	Best-of	0.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BAD	ICAT Score	23.44	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RandomForest_default_hyperparameters	Accuracy (%)	49	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa+ALBERT	F1	70.4	—	Unverified