M3-20M is an extensive multi-modal molecular dataset containing over 20 million molecules with 1D, 2D, and 3D molecular representations, physicochemical properties, and text descriptions. It supports AI-driven drug discovery, molecular property prediction, lead optimization, and drug-target interaction modeling across various applications, including allergy-related therapeutic design.