{"url":"/dataset/rostd","name":"ROSTD","full_name":"Real Out-of-Domain Sentences From Task-oriented Dialog","description_markdown":"A dataset of 4K out-of-domain (OOD) examples for the publicly available dataset from (Schuster et al. 2019). In contrast to existing settings which synthesize OOD examples by holding out a subset of classes, the examples were authored by annotators with apriori instructions to be out-of-domain with respect to the sentences in an existing dataset. \r\n\r\nSource: [Likelihood Ratios and Generative Classifiers for Unsupervised Out-of-Domain Detection In Task Oriented Dialog](/paper/likelihood-ratios-and-generative-classifiers)","description_withheld":null,"homepage":"https://github.com/vgtomahawk/LR_GC_OOD","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/likelihood-ratios-and-generative-classifiers","title":"Likelihood Ratios and Generative Classifiers for Unsupervised Out-of-Domain Detection In Task Oriented Dialog","first_author":"Varun Gangal","url":null},"license":null,"modalities":[],"tasks":[],"languages":[],"variants":["ROSTD"],"data_loaders":[{"repo":"https://github.com/vgtomahawk/LR_GC_OOD","url":"https://github.com/vgtomahawk/LR_GC_OOD","frameworks":[]}],"num_papers_in_archive":15,"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."}