{"url":"/dataset/mixsnips","name":"MixSNIPS","full_name":null,"description_markdown":"Dataset is constructed from single intent dataset SNIPS.\r\n\r\nThis is a publicly available multi intent dataset, which can be downloaded from https://github.com/LooperXX/AGIF/data","description_withheld":null,"homepage":"https://github.com/LooperXX/AGIF/data","introduced_date":"2020-04-21","introduced_date_note":null,"introduced_by":{"paper":"/paper/td-gin-token-level-dynamic-graph-interactive","title":"AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling","first_author":"Libo Qin","url":null},"license":null,"modalities":[],"tasks":[{"name":"Semantic Parsing","url":"/task/semantic-parsing","datasets_with_task":"/datasets/task/semantic-parsing"},{"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":"Semantic Frame Parsing","url":"/task/semantic-frame-parsing","datasets_with_task":"/datasets/task/semantic-frame-parsing"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["MixSNIPS"],"data_loaders":[],"num_papers_in_archive":26,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/intent-detection-on-mixsnips","task":"Intent Detection","dataset_variant":"MixSNIPS","rows":16,"metrics":["Accuracy","f1 macro"],"first_row_in_archive_order":{"model":"SSRAN","paper":"/paper/a-scope-sensitive-and-result-attentive-model","metrics":{"Accuracy":"98.4"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/slot-filling-on-mixsnips","task":"Slot Filling","dataset_variant":"MixSNIPS","rows":16,"metrics":["Micro F1"],"first_row_in_archive_order":{"model":"BiSLU","paper":"/paper/joint-multiple-intent-detection-and-slot-2","metrics":{"Micro F1":"97.2"},"code_links":[{"title":"anhtunguyen98/bislu","url":"https://github.com/anhtunguyen98/bislu"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/a-two-stage-prediction-aware-contrastive","title":"A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU","date":"2024-05-05","rows_on_this_dataset":6,"code_links":0,"syntology":null},{"paper":"/paper/uni-mis-united-multiple-intent-spoken","title":"Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction","date":"2024-03-24","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/misca-a-joint-model-for-multiple-intent","title":"MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention","date":"2023-12-10","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/joint-multiple-intent-detection-and-slot-2","title":"Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation","date":"2023-08-28","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/enhancing-joint-multiple-intent-detection-and","title":"Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence","date":"2022-12-01","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/a-scope-sensitive-and-result-attentive-model","title":"A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding","date":"2022-11-22","rows_on_this_dataset":2,"code_links":0,"syntology":null},{"paper":"/paper/a-dynamic-graph-interactive-framework-with","title":"A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding","date":"2022-11-08","rows_on_this_dataset":2,"code_links":0,"syntology":null},{"paper":"/paper/co-guiding-net-achieving-mutual-guidances","title":"Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs","date":"2022-10-19","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/incorporating-instructional-prompts-into-a","title":"Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling","date":"2022-10-01","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/a-transformer-based-threshold-free-framework-1","title":"A Transformer-based Threshold-Free Framework for Multi-Intent NLU","date":"2022-10-01","rows_on_this_dataset":2,"code_links":0,"syntology":null},{"paper":"/paper/exploiting-topic-information-for-joint-intent","title":"Exploiting Topic Information for Joint Intent Detection and Slot Filling","date":"2022-01-16","rows_on_this_dataset":2,"code_links":0,"syntology":null},{"paper":"/paper/slim-explicit-slot-intent-mapping-with-bert","title":"SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling","date":"2021-08-26","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/gl-gin-fast-and-accurate-non-autoregressive","title":"GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling","date":"2021-06-03","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/td-gin-token-level-dynamic-graph-interactive","title":"AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling","date":"2020-04-21","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."}