ML Research Wiki / Benchmarks / Intent Detection / MixATIS

MixATIS

Intent Detection Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 DGIF A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding 83.30 2022-11-08 -
2 TFMN (PACL) A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 82.90 2024-05-05 -
3 SLIM (PACL) A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 81.90 2024-05-05 -
4 BiSLU Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation 81.50 2023-08-28 📦 anhtunguyen98/bislu
5 RoBERTa (PACL) A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 79.10 2024-05-05 -
6 Co-guiding Net Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs 79.10 2022-10-19 📦 xingbowen714/co-guiding
7 SLIM SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling 78.30 2021-08-26 📦 TRUMANCFY/SLIM
8 SSRAN A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding 77.90 2022-11-22 -
9 MISCA MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention 76.70 2023-12-10 📦 vinairesearch/misca
10 GL-GIN GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling 76.30 2021-06-03 📦 yizhen20133868/GL-GIN

All Papers (10)

anhtunguyen98/bislu
xingbowen714/co-guiding
TRUMANCFY/SLIM
vinairesearch/misca
yizhen20133868/GL-GIN