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MixATIS

Introduced by Libo Qin et al. in AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling21 Apr 2020 archive 2025-07-28

Dataset is constructed from single intent dataset ATIS.

This is a publically available multi intent dataset, which can be downloaded from https://github.com/LooperXX/AGIF/data

BenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Intent Detection MixATIS DGIF Accuracy 83.3 A Dynamic Graph Interactive Framework with... — 15 Compare
Slot Filling MixATIS MISCA Micro F1 90.5 MISCA: A Joint Model for Multiple Intent Detection and... vinairesearch/misca 15 Compare

Papers archive 2025-07-28

13 shown of 13 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 28. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 0 6 5 May 2024 not harvested
Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction 1 2 24 Mar 2024 not harvested
MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention 1 2 10 Dec 2023 not harvested
Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation 1 2 28 Aug 2023 not harvested
Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence 1 2 1 Dec 2022 not harvested
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding 0 2 22 Nov 2022 not harvested
A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding 0 2 8 Nov 2022 not harvested
Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs 1 2 19 Oct 2022 not harvested
Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling 1 2 1 Oct 2022 not harvested
A Transformer-based Threshold-Free Framework for Multi-Intent NLU 0 2 1 Oct 2022 not harvested
Exploiting Topic Information for Joint Intent Detection and Slot Filling 0 2 16 Jan 2022 not harvested
SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling 1 2 26 Aug 2021 not harvested
GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling 1 2 3 Jun 2021 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Intent DetectionSlot FillingSemantic Frame Parsing

License archive 2025-07-28

GPL -2.0 licence

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

English

Variants archive 2025-07-28

  • MixATIS

1 variant name, as the archive lists them.

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