Joe Barrow

Self-Debiasing Large Language Models: Zero-Shot Recognition and Reduction of Stereotypes

2024 · arXiv (Cornell University)

Large language models (LLMs) have shown remarkable advances in language generation and understanding but are also prone to exhibiting harmful social biases. While recognition of these behaviors has generated an abundance of bias mitigation techniques, …

Bias and Fairness in Large Language Models: A Survey

2024 · Computational Linguistics

Abstract Rapid advancements of large language models (LLMs) have enabled the processing, understanding, and generation of human-like text, with increasing integration into systems that touch our social sphere. Despite this success, these models can learn, …