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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 21–30 of 199 papers

Title	Date	Tasks	Status	Hype
Towards explainable classifiers using the counterfactual approach -- global explanations for discovering bias in data	May 5, 2020	Bias Detectioncounterfactual	CodeCode Available	1
Introducing MBIB -- the first Media Bias Identification Benchmark Task and Dataset Collection	Apr 25, 2023	Bias Detection	CodeCode Available	1
Neural Media Bias Detection Using Distant Supervision With BABE -- Bias Annotations By Experts	Sep 29, 2022	ArticlesBias Detection	CodeCode Available	1
BAD: BiAs Detection for Large Language Models in the context of candidate screening	May 17, 2023	Bias DetectionFairness	CodeCode Available	1
OpenBias: Open-set Bias Detection in Text-to-Image Generative Models	Apr 11, 2024	Bias DetectionFairness	CodeCode Available	1
A Review of the Challenges with Massive Web-mined Corpora Used in Large Language Models Pre-Training	Jul 10, 2024	Bias Detection	—Unverified	0
BENN: Bias Estimation Using Deep Neural Network	Dec 23, 2020	Bias Detection	—Unverified	0
Adding Instructions during Pretraining: Effective Way of Controlling Toxicity in Language Models	Feb 14, 2023	Bias DetectionData Augmentation	—Unverified	0
Beyond Explanation: A Case for Exploratory Text Visualizations of Non-Aggregated, Annotated Datasets	Jun 1, 2022	Bias DetectionHate Speech Detection	—Unverified	0
BEADs: Bias Evaluation Across Domains	Jun 6, 2024	BenchmarkingBias Detection	—Unverified	0

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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