Slot Filling on ATIS

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	CTRAN	0.9846	No	CTRAN: CNN-Transformer-based Network for Natural...	2023-03-19	Code
2	Bi-model with a decoder	0.9689	No	A Bi-model based RNN Semantic Frame Parsing Mode...	2018-12-26	Code
3	Joint BERT	0.961	No	BERT for Joint Intent Classification and Slot Fi...	2019-02-28	Code
4	JointBERT-CAE	0.961	No	-	-	Code
5	Stack-Propagation (+BERT)	0.961	No	A Stack-Propagation Framework with Token-Level I...	2019-09-05	Code
6	Joint BERT + CRF	0.96	No	BERT for Joint Intent Classification and Slot Fi...	2019-02-28	Code
7	AGIF	0.96	No	AGIF: An Adaptive Graph-Interactive Framework fo...	2020-04-21	Code
8	Attention Encoder-Decoder NN	0.9587	No	Attention-Based Recurrent Neural Network Models ...	2016-09-06	Code
9	SF-ID	0.958	No	A Novel Bi-directional Interrelated Model for Jo...	2019-06-30	Code
10	Context Encoder	0.958	No	Improving Slot Filling by Utilizing Contextual I...	2019-11-05	-
11	Capsule-NLU	0.952	No	Joint Slot Filling and Intent Detection via Caps...	2018-12-22	Code
12	DELTA (BLSTM-CRF)	0.952	No	DELTA: A DEep learning based Language Technology...	2019-08-02	Code
13	Slot-Gated BLSTM with Attension	0.948	No	-	-	Code
14	Joint model with recurrent slot label context	0.9464	No	Joint Online Spoken Language Understanding and L...	2016-09-06	-