It is published by MIT Press for the Association for Computational Linguistics (ACL).

It was established as the American Journal of Computational Linguistics in 1974 by David Hays and was originally published only on microfiche until 1978.

George Heidorn transformed it into a print journal in 1980, with quarterly publication.

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