In recent years, combining collaboration and competition has become a powerful strategy for improving the quality of data labeling. Labeling competitions, organized by research groups and organizations, can engage a wide range of participants while establishing clear performance benchmarks. These competitions transform routine annotation tasks into purposeful challenges, encouraging participants