{"url":"/dataset/abcd","name":"ABCD","full_name":"Action-Based Conversations Dataset","description_markdown":null,"description_withheld":null,"homepage":"https://github.com/asappresearch/abcd","introduced_date":"2021-04-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/action-based-conversations-dataset-a-corpus","title":"Action-Based Conversations Dataset: A Corpus for Building More In-Depth Task-Oriented Dialogue Systems","first_author":"Derek Chen","url":null},"license":{"name":"Unknown","url":null},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Task-Oriented Dialogue Systems","url":"/task/task-oriented-dialogue-systems","datasets_with_task":"/datasets/task/task-oriented-dialogue-systems"},{"name":"Workflow Discovery","url":"/task/workflow-discovery","datasets_with_task":"/datasets/task/workflow-discovery"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["ABCD"],"data_loaders":[{"repo":"https://github.com/asappresearch/abcd","url":"https://github.com/asappresearch/abcd","frameworks":["pytorch"]}],"num_papers_in_archive":10,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/workflow-discovery-on-abcd","task":"Workflow Discovery","dataset_variant":"ABCD","rows":1,"metrics":["In-domain EM","In-domain CE","Cross-domain EM","Cross-domain  CE"],"first_row_in_archive_order":{"model":"T5-Large","paper":"/paper/workflow-discovery-from-dialogues-in-the-low","metrics":{"Cross-domain  CE":"72.3","Cross-domain EM":"51.8","In-domain CE":"75.8","In-domain EM":"55.7"},"code_links":[{"title":"ServiceNow/research-workflow-discovery","url":"https://github.com/ServiceNow/research-workflow-discovery"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/workflow-discovery-from-dialogues-in-the-low","title":"Workflow Discovery from Dialogues in the Low Data Regime","date":"2022-05-24","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."}