NatureLM-audio analyzes complex animal vocalizations across thousands of species with simple, natural language prompts. With state-of-the-art performance on novel benchmarks, it tackles bioacoustics tasks like species classification, life-stage prediction, and even audio captioning, opening up powerful new possibilities for animal communication research.