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A companion journal to the highly regarded quarterly Computational Linguistics, Transactions of the Association for Computational Linguistics publishes articles in all areas of natural language processing. This annual, open access journal disseminates work of vital relevance to academic and industry computational linguists, natural language processing experts, artificial intelligence and machine learning investigators, cognitive scientists, speech specialists, as well as linguists and philosophers.