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Intent Detection
벤치마크
Intent Detection on
ATIS
16개 결과 ·
⬇ CSV
·
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Accuracy
0.95
25.46
49.97
74.48
98.99
2016-09
2026-09
Attention Encoder-Decoder NN — 98.43 (2016-09-06)
Joint model with recurrent slot label context — 98.4 (2016-09-06)
Slot-Gated BLSTM with Attension — 93.6 (2018-06-01)
Capsule-NLU — 0.95 (2018-12-22)
Bi-model with decoder — 98.99 (2018-12-26)
Joint BERT + CRF — 97.9 (2019-02-28)
Joint BERT — 97.5 (2019-02-28)
SF-ID — 97.76 (2019-06-30)
SF-ID (BLSTM) network — 97.76 (2019-06-30)
DELTA (BLSTM-CRF) — 97.4 (2019-08-02)
Stack-Propagation (+BERT) — 97.5 (2019-09-05)
Transformer-Capsule — 98.89 (2020-02-07)
AGIF — 97.1 (2020-04-21)
LIDSNet — 95.97 (2021-10-06)
JointBERT-CAE — 97.5 (2022-09-21)
CTRAN — 98.07 (2023-03-19)
Attention Encoder-Decoder NN — 98.43 (2016-09-06)
Bi-model with decoder — 98.99 (2018-12-26)
2016-09-06 — Attention Encoder-Decoder NN: Accuracy 98.43
2018-12-26 — Bi-model with decoder: Accuracy 98.99
Rank
Model
Accuracy
Paper
Code
Year
1
Bi-model with decoder
98.99
A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling
ray075hl/Bi-Model-Intent-And-Slot
2018
2
Transformer-Capsule
98.89
Transformer-Capsule Model for Intent Detection
2020
3
Attention Encoder-Decoder NN
98.43
Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling
DSKSD/RNN-for-Joint-NLU
·
pengshuang/Joint-Slot-Filling
·
yinghao1019/Joint_learn
·
+3
2016
4
Joint model with recurrent slot label context
98.40
Joint Online Spoken Language Understanding and Language Modeling with Recurrent Neural Networks
2016
5
CTRAN
98.07
CTRAN: CNN-Transformer-based Network for Natural Language Understanding
rafiepour/CTran
2023
6
Joint BERT + CRF
97.9
BERT for Joint Intent Classification and Slot Filling
monologg/JointBERT
·
alibaba-damo-academy/spokennlp
·
MahmoudWahdan/dialog-nlu
·
+13
2019
7
SF-ID
97.76
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
97.76
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling
ZephyrChenzf/SF-ID-Network-For-NLU
·
Polly42Rose/SiriusIntentPredictionSlotFilling
2019
9
Stack-Propagation (+BERT)
97.50
A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding
LeePleased/StackPropagation-SLU
·
MetaronWang/StackPropagation-SLU-TF
2019
9
Joint BERT
97.5
BERT for Joint Intent Classification and Slot Filling
monologg/JointBERT
·
alibaba-damo-academy/spokennlp
·
MahmoudWahdan/dialog-nlu
·
+13
2019
9
JointBERT-CAE
97.5
CAE: Mechanism to Diminish the Class Imbalanced in SLU Slot Filling Task
phuongnm94/JointBERT_CAE
2022
12
DELTA (BLSTM-CRF)
97.40
DELTA: A DEep learning based Language Technology plAtform
didi/delta
·
Delta-ML/delta
2019
13
AGIF
97.1
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling
LooperXX/AGIF
2020
14
LIDSNet
95.97
LIDSNet: A Lightweight on-device Intent Detection model using Deep Siamese Network
2021
15
Slot-Gated BLSTM with Attension
93.6
Slot-Gated Modeling for Joint Slot Filling and Intent Prediction
MiuLab/SlotGated-SLU
·
bo-ke/cybo
2018
16
Capsule-NLU
0.95
Joint Slot Filling and Intent Detection via Capsule Neural Networks
czhang99/Capsule-NLU
·
Fireblossom/DeepDarkHomeword
·
Fireblossom/DeepDarkHomework
2018
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