The AI Knowledge Gap: A World Out of View
A new audit reveals that leading large language models exhibit significant biases, demonstrating a limited understanding of technical indicators in the Global South and raising critical questions about equitable AI development.


![An adversarial critique mechanism demonstrably enhances performance across all evaluated metrics, with observed improvements reaching statistical significance [latex] (p < 0.05) [/latex].](https://arxiv.org/html/2602.13213v1/Figuers/F8_Metric_Comparison.png)



