Intent Detection on ATIS

Metric: Accuracy (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

#	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