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A Self Attentive Model with Gate Mechanism for Spoken Language Understanding

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Figure

Figure 1: Illustration of our proposed model for joint intent detection and slot filling
Figure 2: The structure of self-attention layer.Redcoloured rectangles stand for matrices which map theinput to different subspaces
Table 1: Results of independent training for slot fillingin terms of F1-score.
Table 4: Feature ablation comparison of our proposedmodel on ATIS. slot filling and intent detection resultare shown each row after after we exclude each featurefrom the full architecture

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