OpenCodePapers

intent-detection-on-atis

Intent Detection
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PaperCodeAccuracyModelNameReleaseDate
A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling✓ Link98.99Bi-model with decoder2018-12-26
Transformer-Capsule Model for Intent Detection98.89Transformer-Capsule2020-02-07
Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling✓ Link98.43Attention Encoder-Decoder NN2016-09-06
Joint Online Spoken Language Understanding and Language Modeling with Recurrent Neural Networks98.40Joint model with recurrent slot label context2016-09-06
CTRAN: CNN-Transformer-based Network for Natural Language Understanding✓ Link98.07CTRAN2023-03-19
BERT for Joint Intent Classification and Slot Filling✓ Link97.9Joint BERT + CRF2019-02-28
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling✓ Link97.76SF-ID2019-06-30
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling✓ Link97.76SF-ID (BLSTM) network2019-06-30
A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding✓ Link97.50Stack-Propagation (+BERT)2019-09-05
BERT for Joint Intent Classification and Slot Filling✓ Link97.5Joint BERT2019-02-28
CAE: Mechanism to Diminish the Class Imbalanced in SLU Slot Filling Task✓ Link97.5JointBERT-CAE2022-09-21
DELTA: A DEep learning based Language Technology plAtform✓ Link97.40DELTA (BLSTM-CRF)2019-08-02
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling✓ Link97.1AGIF2020-04-21
LIDSNet: A Lightweight on-device Intent Detection model using Deep Siamese Network95.97LIDSNet2021-10-06
Slot-Gated Modeling for Joint Slot Filling and Intent Prediction✓ Link93.6Slot-Gated BLSTM with Attension2018-06-01
Joint Slot Filling and Intent Detection via Capsule Neural Networks✓ Link0.95Capsule-NLU2018-12-22
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