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slot-filling-on-atis
Slot Filling
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ModelName
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CTRAN: CNN-Transformer-based Network for Natural Language Understanding
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0.9846
CTRAN
2023-03-19
A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling
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0.9689
Bi-model with a decoder
2018-12-26
BERT for Joint Intent Classification and Slot Filling
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0.961
Joint BERT
2019-02-28
CAE: Mechanism to Diminish the Class Imbalanced in SLU Slot Filling Task
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0.961
JointBERT-CAE
2022-09-21
A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding
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0.9610
Stack-Propagation (+BERT)
2019-09-05
BERT for Joint Intent Classification and Slot Filling
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0.96
Joint BERT + CRF
2019-02-28
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling
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0.96
AGIF
2020-04-21
Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling
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0.9587
Attention Encoder-Decoder NN
2016-09-06
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling
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0.958
SF-ID
2019-06-30
Improving Slot Filling by Utilizing Contextual Information
0.9580
Context Encoder
2019-11-05
Joint Slot Filling and Intent Detection via Capsule Neural Networks
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0.952
Capsule-NLU
2018-12-22
DELTA: A DEep learning based Language Technology plAtform
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0.952
DELTA (BLSTM-CRF)
2019-08-02
Slot-Gated Modeling for Joint Slot Filling and Intent Prediction
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0.948
Slot-Gated BLSTM with Attension
2018-06-01
Joint Online Spoken Language Understanding and Language Modeling with Recurrent Neural Networks
0.9464
Joint model with recurrent slot label context
2016-09-06