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Research on Joint Modeling of Intent Detection and Slot Filling Cover
By: Dan Yang,  Chaoyang Geng and  Yi Li  
Open Access
|Aug 2023

Figures & Tables

Figure 1.

The Overall Structure of the Model.

Figure 2.

Encoder.

Figure 3.

Label Attention Layer.

Figure 4.

Intent and Slot Interaction Attention layer.

Figure 5.

Feed-forward Network Layer.

Figure 6.

Decoder.

Figure 7.

Sentence-level Analysis

Model Results of Chinese Dataset CAIS

ExperimentModelCAIS
Slot F1AccSent-acc
1Sloted Gated81.8a94.380.5
2Stack-Propagation87.894.784.7
3SF-ID Network84.994.582.4
4CM-Net86.294.684.6
5Co-Interactive Transformer88.695.286.2
6Our Model89.296.387.9

Results of Model in Chinese Dataset CAIS

ModelCAIS
Slot F1AccSent-acc
Intent➡Slot88.495.885.5
Slot➡Intent88.895.685.8
Our Model89.296.387.9
Language: English
Page range: 81 - 88
Published on: Aug 16, 2023
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2023 Dan Yang, Chaoyang Geng, Yi Li, published by Xi’an Technological University
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.