Intent Detection on SNIPS

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Accuracy

Rank	Model	Accuracy	Paper	Code	Year
1	CTRAN	99.42	CTRAN: CNN-Transformer-based Network for Natural Language Understanding	rafiepour/CTran	2023
2	Stack-Propagation (+BERT)	99.0	A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding	LeePleased/StackPropagation-SLU · MetaronWang/StackPropagation-SLU-TF	2019
3	JointBERT-CAE	98.3	CAE: Mechanism to Diminish the Class Imbalanced in SLU Slot Filling Task	phuongnm94/JointBERT_CAE	2022
4	AGIF	98.1	AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling	LooperXX/AGIF	2020
5	Stack-Propagation	98.00	A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding	LeePleased/StackPropagation-SLU · MetaronWang/StackPropagation-SLU-TF	2019
5	LIDSNet	98.0	LIDSNet: A Lightweight on-device Intent Detection model using Deep Siamese Network		2021
7	SF-ID	97.43	A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling	ZephyrChenzf/SF-ID-Network-For-NLU · Polly42Rose/SiriusIntentPredictionSlotFilling	2019
7	SF-ID (BLSTM) network	97.43	A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling	ZephyrChenzf/SF-ID-Network-For-NLU · Polly42Rose/SiriusIntentPredictionSlotFilling	2019
9	Capsule-NLU	97.3	Joint Slot Filling and Intent Detection via Capsule Neural Networks	czhang99/Capsule-NLU · Fireblossom/DeepDarkHomeword · Fireblossom/DeepDarkHomework	2018
10	Slot-Gated BLSTM with Attension	97.00	Slot-Gated Modeling for Joint Slot Filling and Intent Prediction	MiuLab/SlotGated-SLU · bo-ke/cybo	2018