UC Berkeley scientist Julie Elie won the 2026 Coller-Dolittle Prize and $100,000 for using machine learning to decode the vocalizations of zebra finches. She identified and mapped the meanings of 11 core bird calls, an achievement judges praised as a major breakthrough in interspecies communication research.