{"url":"/dataset/proslu","name":"ProSLU","full_name":"Profile-based Spoken Language Understanding","description_markdown":"In the paper, to bridge the research gap, we propose a new and important task, Profile-based Spoken Language Understanding (ProSLU), which requires a model not only depends on the text but also on the given supporting profile information.\nWe further introduce a Chinese human-annotated dataset, with over 5K utterances annotated with intent and slots, and corresponding supporting profile information. \nIn total, we provide three types of supporting profile information: \n(1) Knowledge Graph (KG) consists of entities with rich attributes, \n(2) User Profile (UP) is composed of user settings and information,\n(3) Context Awareness(CA) is user state and environmental information.","description_withheld":null,"homepage":"https://github.com/LooperXX/ProSLU","introduced_date":"2021-12-22","introduced_date_note":null,"introduced_by":{"paper":"/paper/text-is-no-more-enough-a-benchmark-for","title":"Text is no more Enough! A Benchmark for Profile-based Spoken Language Understanding","first_author":"Xiao Xu","url":null},"license":{"name":"GPL-2.0 License","url":"https://github.com/LooperXX/ProSLU/blob/master/LICENSE"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Intent Detection","url":"/task/intent-detection","datasets_with_task":"/datasets/task/intent-detection"},{"name":"Slot Filling","url":"/task/slot-filling","datasets_with_task":"/datasets/task/slot-filling"},{"name":"Spoken Language Understanding","url":"/task/spoken-language-understanding","datasets_with_task":"/datasets/task/spoken-language-understanding"},{"name":"Semantic Frame Parsing","url":"/task/semantic-frame-parsing","datasets_with_task":"/datasets/task/semantic-frame-parsing"}],"languages":[{"name":"Chinese","url":"/datasets/language/chinese"}],"variants":["ProSLU"],"data_loaders":[],"num_papers_in_archive":2,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/intent-detection-on-proslu","task":"Intent Detection","dataset_variant":"ProSLU","rows":1,"metrics":["Accuracy"],"first_row_in_archive_order":{"model":"General SLU Model w/ Profile","paper":"/paper/text-is-no-more-enough-a-benchmark-for","metrics":{"Accuracy":"0.8531"},"code_links":[{"title":"looperxx/proslu","url":"https://github.com/looperxx/proslu"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/slot-filling-on-proslu","task":"Slot Filling","dataset_variant":"ProSLU","rows":1,"metrics":["F1"],"first_row_in_archive_order":{"model":"General SLU Model w/ Profile","paper":"/paper/text-is-no-more-enough-a-benchmark-for","metrics":{"F1":"0.8327"},"code_links":[{"title":"looperxx/proslu","url":"https://github.com/looperxx/proslu"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/text-is-no-more-enough-a-benchmark-for","title":"Text is no more Enough! A Benchmark for Profile-based Spoken Language Understanding","date":"2021-12-22","rows_on_this_dataset":2,"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."}