bias detection

2 items

RESEARCHarXiv CS.CL·4/23/2026

Can We Locate and Prevent Stereotypes in LLMs?

This study investigates where stereotypes reside in LLMs like GPT 2 Small and Llama 3.2. It explores identifying individual neuron activations and attention heads to map "bias fingerprints" and provide initial insights for mitigation.

neural networks LLMs bias detection Bias Mitigation

ARTICLEDEV.to AI·4/27/2026

Building Smart Fairness Analyzer: An AI-Powered Bias Detection App with MongoDB & NLP

This project introduces the Smart Fairness Analyzer, a platform developed to detect and audit gender, racial, age, and socioeconomic biases in AI responses in real time. The tool uses academic ML fairness metrics and stores full audit trails in MongoDB for analysis.

ethics bias detection machine learning AI fairness