ML Research Wiki / Benchmarks / Intent Detection / ATIS

ATIS

Intent Detection Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 Bi-model with decoder A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling 98.99 2018-12-26 📦 ray075hl/Bi-Model-Intent-And-Slot
2 Attention Encoder-Decoder NN Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling 98.43 2016-09-06 📦 DSKSD/RNN-for-Joint-NLU 📦 pengshuang/Joint-Slot-Filling 📦 yinghao1019/Joint_learn
3 Joint model with recurrent slot label context Joint Online Spoken Language Understanding and Language Modeling with Recurrent Neural Networks 98.40 2016-09-06 -
4 CTRAN CTRAN: CNN-Transformer-based Network for Natural Language Understanding 98.07 2023-03-19 📦 rafiepour/CTran
5 Joint BERT + CRF BERT for Joint Intent Classification and Slot Filling 97.90 2019-02-28 📦 monologg/JointBERT 📦 alibaba-damo-academy/spokennlp 📦 MahmoudWahdan/dialog-nlu
6 SF-ID A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling 97.76 2019-06-30 📦 ZephyrChenzf/SF-ID-Network-For-NLU 📦 Polly42Rose/SiriusIntentPredictionSlotFilling
7 SF-ID (BLSTM) network A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling 97.76 2019-06-30 📦 ZephyrChenzf/SF-ID-Network-For-NLU 📦 Polly42Rose/SiriusIntentPredictionSlotFilling
8 Stack-Propagation (+BERT) A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding 97.50 2019-09-05 📦 LeePleased/StackPropagation-SLU 📦 MetaronWang/StackPropagation-SLU-TF
9 Joint BERT BERT for Joint Intent Classification and Slot Filling 97.50 2019-02-28 📦 monologg/JointBERT 📦 alibaba-damo-academy/spokennlp 📦 MahmoudWahdan/dialog-nlu
10 DELTA (BLSTM-CRF) DELTA: A DEep learning based Language Technology plAtform 97.40 2019-08-02 📦 didi/delta 📦 Delta-ML/delta

All Papers (13)