{"url":"/dataset/ape","name":"APE","full_name":"Automatic Post-Editing","description_markdown":"APE is useful to evaluate Machine Translation automatic post-editing (**APE**), which is the task of improving the output of a blackbox MT system by automatically fixing its mistakes. The act of post-editing text can be fully specified as a sequence of delete and insert actions in given positions.\r\n\r\nSource: [https://github.com/antoniogois/keystrokes_ape](https://github.com/antoniogois/keystrokes_ape)\r\nImage Source: [Gois et al](https://arxiv.org/pdf/2004.14120v1.pdf)","description_withheld":null,"homepage":"https://github.com/antoniogois/keystrokes_ape","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/learning-non-monotonic-automatic-post-editing","title":"Learning Non-Monotonic Automatic Post-Editing of Translations from Human Orderings","first_author":"António Góis","url":null},"license":null,"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Machine Translation","url":"/task/machine-translation","datasets_with_task":"/datasets/task/machine-translation"},{"name":"Automatic Post-Editing","url":"/task/automatic-post-editing","datasets_with_task":"/datasets/task/automatic-post-editing"}],"languages":[{"name":"English","url":"/datasets/language/english"},{"name":"German","url":"/datasets/language/german"}],"variants":["APE"],"data_loaders":[{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/gsarti/wmt_ape","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/antoniogois/keystrokes_ape","url":"https://github.com/antoniogois/keystrokes_ape","frameworks":[]}],"num_papers_in_archive":2,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}