Color-Coded Bias Warnings Boost Accuracy and Efficiency in AI Feedback

A controlled study with 240 participants compares three feedback mechanisms for AI-driven media-bias detection. Color-highlighted sentences (“Highlights”) generate significantly higher engagement and more efficient feedback collection than both comparison-based prompts and a control group, without reducing agreement with expert annotations. The findings support integrating Highlights into the NewsUnfold system to optimize future data collection.