Intent Detection on ATIS

Metric: Accuracy (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	Bi-model with decoder	98.99	No	A Bi-model based RNN Semantic Frame Parsing Mode...	2018-12-26	Code
2	Transformer-Capsule	98.89	No	-	-	-
3	Attention Encoder-Decoder NN	98.43	No	Attention-Based Recurrent Neural Network Models ...	2016-09-06	Code
4	Joint model with recurrent slot label context	98.4	No	Joint Online Spoken Language Understanding and L...	2016-09-06	-
5	CTRAN	98.07	No	CTRAN: CNN-Transformer-based Network for Natural...	2023-03-19	Code
6	Joint BERT + CRF	97.9	No	BERT for Joint Intent Classification and Slot Fi...	2019-02-28	Code
7	SF-ID	97.76	No	A Novel Bi-directional Interrelated Model for Jo...	2019-06-30	Code
8	SF-ID (BLSTM) network	97.76	No	A Novel Bi-directional Interrelated Model for Jo...	2019-06-30	Code
9	Stack-Propagation (+BERT)	97.5	No	A Stack-Propagation Framework with Token-Level I...	2019-09-05	Code
10	Joint BERT	97.5	No	BERT for Joint Intent Classification and Slot Fi...	2019-02-28	Code
11	JointBERT-CAE	97.5	No	-	-	Code
12	DELTA (BLSTM-CRF)	97.4	No	DELTA: A DEep learning based Language Technology...	2019-08-02	Code
13	AGIF	97.1	No	AGIF: An Adaptive Graph-Interactive Framework fo...	2020-04-21	Code
14	LIDSNet	95.97	No	LIDSNet: A Lightweight on-device Intent Detectio...	2021-10-06	-
15	Slot-Gated BLSTM with Attension	93.6	No	-	-	Code
16	Capsule-NLU	0.95	No	Joint Slot Filling and Intent Detection via Caps...	2018-12-22	Code

#1Bi-model with decoderSOTA
98.99
Accuracy· 2018-12-26
A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling Code
#2Transformer-Capsule
98.89
Accuracy
No paper
#3Attention Encoder-Decoder NNSOTA
98.43
Accuracy· 2016-09-06
Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling Code
#4Joint model with recurrent slot label context
98.4
Accuracy· 2016-09-06
Joint Online Spoken Language Understanding and Language Modeling with Recurrent Neural Networks
#5CTRAN
98.07
Accuracy· 2023-03-19
CTRAN: CNN-Transformer-based Network for Natural Language Understanding Code
#6Joint BERT + CRF
97.9
Accuracy· 2019-02-28
BERT for Joint Intent Classification and Slot Filling Code
#7SF-ID
97.76
Accuracy· 2019-06-30
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling Code
#8SF-ID (BLSTM) network
97.76
Accuracy· 2019-06-30
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling Code
#9Stack-Propagation (+BERT)
97.5
Accuracy· 2019-09-05
A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding Code
#10Joint BERT
97.5
Accuracy· 2019-02-28
BERT for Joint Intent Classification and Slot Filling Code
#11JointBERT-CAE
97.5
Accuracy
No paperCode
#12DELTA (BLSTM-CRF)
97.4
Accuracy· 2019-08-02
DELTA: A DEep learning based Language Technology plAtform Code
#13AGIF
97.1
Accuracy· 2020-04-21
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling Code
#14LIDSNet
95.97
Accuracy· 2021-10-06
LIDSNet: A Lightweight on-device Intent Detection model using Deep Siamese Network
#15Slot-Gated BLSTM with Attension
93.6
Accuracy
No paperCode
#16Capsule-NLU
0.95
Accuracy· 2018-12-22
Joint Slot Filling and Intent Detection via Capsule Neural Networks Code