Have a personal or library account? Click to login
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.
The Overall Structure of the Model.

Figure 2.

Encoder.
Encoder.

Figure 3.

Label Attention Layer.
Label Attention Layer.

Figure 4.

Intent and Slot Interaction Attention layer.
Intent and Slot Interaction Attention layer.

Figure 5.

Feed-forward Network Layer.
Feed-forward Network Layer.

Figure 6.

Decoder.
Decoder.

Figure 7.

Sentence-level Analysis
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
Published by: Xi’an Technological University
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.