{"url":"/dataset/timers-and-such","name":"Timers and Such","full_name":null,"description_markdown":"Timers and Such is an open source dataset of spoken English commands for common voice control use cases involving numbers. The dataset has four intents, corresponding to four common offline voice assistant uses: SetTimer, SetAlarm, SimpleMath, and UnitConversion. The semantic label for each utterance is a dictionary with the intent and a number of slots. \r\n\r\nAll recordings were converted from their original formats to single-channel 16,000 Hz .wav files.","description_withheld":null,"homepage":"https://zenodo.org/record/4623772","introduced_date":"2021-04-04","introduced_date_note":null,"introduced_by":{"paper":"/paper/timers-and-such-a-practical-benchmark-for","title":"Timers and Such: A Practical Benchmark for Spoken Language Understanding with Numbers","first_author":"Loren Lugosch","url":null},"license":{"name":"Unknown","url":null},"modalities":[{"name":"Speech","url":"/datasets/modality/speech"}],"tasks":[{"name":"Speech Recognition","url":"/task/speech-recognition","datasets_with_task":"/datasets/task/speech-recognition"},{"name":"Spoken Language Understanding","url":"/task/spoken-language-understanding","datasets_with_task":"/datasets/task/spoken-language-understanding"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Timers and Such"],"data_loaders":[],"num_papers_in_archive":5,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/spoken-language-understanding-on-timers-and","task":"Spoken Language Understanding","dataset_variant":"Timers and Such","rows":3,"metrics":["Accuracy (%)"],"first_row_in_archive_order":{"model":"Finstreder (Conformer)","paper":"/paper/finstreder-simple-and-fast-spoken-language","metrics":{"Accuracy (%)":"95.4"},"code_links":[{"title":"Jaco-Assistant/Jaco-Master","url":"https://gitlab.com/Jaco-Assistant/Jaco-Master"},{"title":"Jaco-Assistant/finstreder","url":"https://gitlab.com/Jaco-Assistant/finstreder"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/finstreder-simple-and-fast-spoken-language","title":"Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models","date":"2022-06-29","rows_on_this_dataset":2,"code_links":2,"syntology":null},{"paper":"/paper/timers-and-such-a-practical-benchmark-for","title":"Timers and Such: A Practical Benchmark for Spoken Language Understanding with Numbers","date":"2021-04-04","rows_on_this_dataset":1,"code_links":2,"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."}