{"url":"/dataset/dialoglue","name":"DialoGLUE","full_name":null,"description_markdown":"DialoGLUE is a natural language understanding benchmark for task-oriented dialogue designed to encourage dialogue research in representation-based transfer, domain adaptation, and sample-efficient task learning. It consisting of 7 task-oriented dialogue datasets covering 4 distinct natural language understanding tasks.\r\n\r\nSource: [DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented Dialogue](/paper/dialoglue-a-natural-language-understanding)","description_withheld":null,"homepage":"https://github.com/alexa/DialoGLUE/","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/dialoglue-a-natural-language-understanding","title":"DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented Dialogue","first_author":"Shikib Mehri","url":null},"license":null,"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Natural Language Understanding","url":"/task/natural-language-understanding","datasets_with_task":"/datasets/task/natural-language-understanding"},{"name":"Active Learning","url":"/task/active-learning","datasets_with_task":"/datasets/task/active-learning"},{"name":"Dialogue Management","url":"/task/dialogue-management","datasets_with_task":"/datasets/task/dialogue-management"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["DialoGLUE full","DialoGLUE fewshot","DialoGLUE"],"data_loaders":[{"repo":"https://github.com/alexa/dialoglue","url":"https://github.com/alexa/DialoGLUE","frameworks":[]}],"num_papers_in_archive":17,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/natural-language-understanding-on-dialoglue-1","task":"Natural Language Understanding","dataset_variant":"DialoGLUE fewshot","rows":5,"metrics":["Average","Banking77 (Acc)","CLINC150 (Acc)","HWU64 (Acc)","Restaurant8k (F-1)","DSTC8 (F-1)","TOP (EM)","MultiWOZ (Joint Goal Acc)"],"first_row_in_archive_order":{"model":"ConvBERT-DG","paper":null,"metrics":{"Average":"74.6","Banking77 (Acc)":"84.84","CLINC150 (Acc)":"93.53","DSTC8 (F-1)":"46.63","HWU64 (Acc)":"86.71","MultiWOZ (Joint Goal Acc)":"49.59","Restaurant8k (F-1)":"87.33","TOP (EM)":"73.56"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/natural-language-understanding-on-dialoglue","task":"Natural Language Understanding","dataset_variant":"DialoGLUE full","rows":3,"metrics":["Average","Banking77 (Acc)","CLINC150 (Acc)","HWU64 (Acc)","Restaurant8k (F-1)","DSTC8 (F-1)","TOP (EM)","MultiWOZ (Joint Goal Acc)"],"first_row_in_archive_order":{"model":"ConvBERT + Pre + Multi","paper":null,"metrics":{"Average":"86.89","Banking77 (Acc)":"93.44","CLINC150 (Acc)":"92.38","DSTC8 (F-1)":"91.2","HWU64 (Acc)":"97.11","MultiWOZ (Joint Goal Acc)":"56.56","Restaurant8k (F-1)":"95.44","TOP (EM)":"82.08"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"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."}