Bias Detection Transformers Transformer Models

Tools for detecting, measuring, and mitigating biases (social, textual, visual, linguistic) in transformer models and NLP systems. Does NOT include general model interpretability, fairness frameworks without bias focus, or robustness testing unrelated to bias.

There are 17 bias detection transformers models tracked. The highest-rated is zalkikar/mlm-bias at 39/100 with 4 stars and 29 monthly downloads.

Get all 17 projects as JSON

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#	Model	Score	Tier	Stars	Language
1	zalkikar/mlm-bias Measuring Biases in Masked Language Models for PyTorch Transformers. Support...	39	Emerging	4	Python
2	ejurasek00/Hashing_LLM_Debiasing Repository consisting of the files used in the experiments + brief...	25	Experimental	1	Python
3	koudounasalkis/CLUES This repo contains the code for "A Contrastive Learning Approach to Mitigate...	24	Experimental	3	Python
4	edsonpro9891/robust-nli-analysis 🔍 Detect biases in NLP models with robust analysis, enhancing dataset...	22	Experimental	—	Python
5	JuaniLlaberia/news-bias-detection-research Random splits let bias detection models memorize publishers instead of...	19	Experimental	—	Jupyter Notebook
6	shikhartuli/cnn_txf_bias [CogSci'21] Study of human inductive biases in CNNs and Transformers.	16	Experimental	43	Jupyter Notebook
7	anoopkdcs/NLPBias Towards Comprehensive Understanding of Bias in Pre-trained Neural Language...	16	Experimental	4	—
8	codewithdark-git/Bias Steer Language Models with Interpretable SAE Features	16	Experimental	1	Python
9	gdorleon/mbib-framing-crf Code (CRF + Transformers) to reproduce the experiments from the paper...	16	Experimental	1	Python
10	SreeTetali/robust-nli-analysis robust-nli-analysis robust-NLP-analysis	15	Experimental	—	Python
11	Aqib121201/FairNLP-SHAP-Based-Bias-Detection-in-Multilingual-BERT-Models Bias analysis in multilingual BERT using SHAP and fairness metrics (EN, DE, HI)	14	Experimental	3	Python
12	CaterinaBi/health-communication-paper2 Bonan & Samo. January 2023. Paper on cross-linguistic bias in health-related...	14	Experimental	1	TeX
13	koudounasalkis/divergence-in-speech-systems Code associated with the paper "Exploring Subgroup Performance in End-to-End...	13	Experimental	6	Jupyter Notebook
14	koudounasalkis/Data-Acquisition-for-Speech-Model-Improvement This repo contains the code for "Prioritizing Data Acquisition For...	12	Experimental	3	Jupyter Notebook
15	koudounasalkis/Subgroup-Analysis-in-Speech-Models This repo contains the code for "Towards Comprehensive Subgroup Performance...	12	Experimental	3	Jupyter Notebook
16	OliverStoll/texture-bias-analysis "On the Prevalence of Texture Bias in Deep Learning Models for Remote...	11	Experimental	—	Python
17	argrecsys/arg-min-fw Welcome to the Framework for Mining Arguments repository! This project aims...	10	Experimental	1	Python