From Surprisal to Highlights: The Ideas Behind Info Highlight

Info Highlight, a Chrome extension using large language models, visualizes word surprisal as an information-density heatmap on web pages to aid reading. It has gained over 1,000 weekly users and 5,000 social interactions by October 2026. The tool builds on decades of information theory and recent advances linking surprisal to reading ease.