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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 171–180 of 199 papers

Title	Date	Tasks	Status	Hype
How Neural Networks Organize Concepts: Introducing Concept Trajectory Analysis for Deep Learning Interpretability	Jun 1, 2025	Bias Detection	CodeCode Available	0
How sensitive are translation systems to extra contexts? Mitigating gender bias in Neural Machine Translation models through relevant contexts	May 22, 2022	Bias DetectionMachine Translation	CodeCode Available	0
IFBiD: Inference-Free Bias Detection	Sep 9, 2021	Bias Detection	CodeCode Available	0
Predicting the Leading Political Ideology of YouTube Channels Using Acoustic, Textual, and Metadata Information	Oct 20, 2019	Bias DetectionMultimodal Deep Learning	CodeCode Available	0
Towards Automatic Bias Detection in Knowledge Graphs	Sep 19, 2021	Bias DetectionFairness	CodeCode Available	0
Quantifying Gender Biases Towards Politicians on Reddit	Dec 22, 2021	Bias DetectionGender Bias Detection	CodeCode Available	0
IndiVec: An Exploration of Leveraging Large Language Models for Media Bias Detection with Fine-Grained Bias Indicators	Feb 1, 2024	Bias DetectionInstruction Following	CodeCode Available	0
Towards Implicit Bias Detection and Mitigation in Multi-Agent LLM Interactions	Oct 3, 2024	Bias Detection	CodeCode Available	0
The BIAS Detection Framework: Bias Detection in Word Embeddings and Language Models for European Languages	Jul 26, 2024	Bias DetectionDiversity	CodeCode Available	0
DeNetDM: Debiasing by Network Depth Modulation	Mar 28, 2024	Bias DetectionMitigating Contextual Bias	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