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Table 9:
Ablation study for modules used in the graph encoder and the LSTM decoder.
Model
.
B
.
C
.
DCGCN4
25.5
55.4
Encoder Modules
-Linear Combination
23.7
53.2
-Global Node
24.2
54.6
-Direction Aggregation
24.6
54.6
-Graph Attention
24.9
54.7
-Global Node&Linear Combination
22.9
52.4
Decoder Modules
-Coverage Mechanism
23.8
53.0
Model
.
B
.
C
.
DCGCN4
25.5
55.4
Encoder Modules
-Linear Combination
23.7
53.2
-Global Node
24.2
54.6
-Direction Aggregation
24.6
54.6
-Graph Attention
24.9
54.7
-Global Node&Linear Combination
22.9
52.4
Decoder Modules
-Coverage Mechanism
23.8
53.0
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