Apparently, it's called acoustic dispersion.

"This phenomenon occurs because high-frequency sound waves travel faster than low-frequency ones in solid materials like ice. When a rock impacts the ice, it generates bending waves that radiate sound; the higher frequencies reach your ears first, creating a "pew pew" effect reminiscent of sci-fi sound effects."