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With the recent advances in the field of Computational Linguistics (CL) brought on by rapid developments in neural models, the goal of this conference is to focus on the application of AI/ML in NLP and CL. The ACLing 2021 aims to bring together leading academicians, scientists, researchers and practitioners from all over the world to exchange new ideas and the latest results in Computational Linguistics and NLP; a field that has become increasingly important. The scope of the conference encompasses the theory and practice of all aspects of AI/ML in Computational Linguistics. The British University in Dubai has been chosen to organize the ACLing2021 conference because it has a mission for establishing itself as a provider of world class scholarship, education and research.