{"url":"/dataset/ap","name":"AP","full_name":"Adversarial Paraphrase","description_markdown":"This is a paraphrasing dataset created using the adversarial paradigm. A task was designed called the Adversarial Paraphrasing Task (APT) whose objective was to write sentences that mean the same as a given sentence but have as different syntactical and lexical properties as possible.\r\n\r\nAs shown in the paper, this dataset can be used to measure the performance of paraphrase identifier models and train them. This dataset and the task associated with it (APT) can also be used to challenge neural networks to generate better adversarial paraphrases (the work has done this for T5-base), which will in turn help create better paraphrase identifiers.","description_withheld":null,"homepage":"https://github.com/Advancing-Machine-Human-Reasoning-Lab/apt","introduced_date":"2021-06-14","introduced_date_note":null,"introduced_by":{"paper":"/paper/improving-paraphrase-detection-with-the","title":"Improving Paraphrase Detection with the Adversarial Paraphrasing Task","first_author":"Animesh Nighojkar","url":null},"license":{"name":"Unknown","url":null},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Paraphrase Identification","url":"/task/paraphrase-identification","datasets_with_task":"/datasets/task/paraphrase-identification"},{"name":"Paraphrase Generation","url":"/task/paraphrase-generation","datasets_with_task":"/datasets/task/paraphrase-generation"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["AP"],"data_loaders":[{"repo":"https://github.com/Advancing-Machine-Human-Reasoning-Lab/apt","url":"https://github.com/Advancing-Machine-Human-Reasoning-Lab/apt","frameworks":[]}],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/paraphrase-identification-on-ap","task":"Paraphrase Identification","dataset_variant":"AP","rows":1,"metrics":["MCC"],"first_row_in_archive_order":{"model":"RoBETRa base","paper":"/paper/improving-paraphrase-detection-with-the","metrics":{"MCC":"0.525"},"code_links":[{"title":"Advancing-Machine-Human-Reasoning-Lab/apt","url":"https://github.com/Advancing-Machine-Human-Reasoning-Lab/apt"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/improving-paraphrase-detection-with-the","title":"Improving Paraphrase Detection with the Adversarial Paraphrasing Task","date":"2021-06-14","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"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."}