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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 181–190 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
Annotating and Analyzing Biased Sentences in News Articles using Crowdsourcing	May 1, 2020	ArticlesBias Detection	—Unverified	0
The Impact of Presentation Style on Human-In-The-Loop Detection of Algorithmic Bias	Apr 26, 2020	Bias DetectionBIG-bench Machine Learning	—Unverified	0
StereoSet: Measuring stereotypical bias in pretrained language models	Apr 20, 2020	Bias DetectionMath	CodeCode Available	1
InsideBias: Measuring Bias in Deep Networks and Application to Face Gender Biometrics	Apr 14, 2020	Bias Detection	—Unverified	0
Designing Tools for Semi-Automated Detection of Machine Learning Biases: An Interview Study	Mar 13, 2020	Bias DetectionBIG-bench Machine Learning	—Unverified	0
Towards Detection of Subjective Bias using Contextualized Word Embeddings	Feb 16, 2020	Bias DetectionPropaganda detection	CodeCode Available	0
Bias in word embeddings	Jan 27, 2020	Bias DetectionWord Embeddings	—Unverified	0
Automated Dependence Plots	Dec 2, 2019	Bias DetectionModel Selection	CodeCode Available	0
My Approach = Your Apparatus? Entropy-Based Topic Modeling on Multiple Domain-Specific Text Collections	Nov 25, 2019	ArticlesBias Detection	CodeCode Available	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