Founded in 1965, the biennial convention attracts members from top rated-rated exploration centers along with rising nations around the world, welcoming contributions from not merely academic establishments, but industrial analysis departments including tech get started-ups. The 31st Worldwide Meeting on Computational Linguistics (COLING 2025) is