Table 4: 
General results for issue-specific stance and agreement prediction (Macro F1). AB: Abortion, E: Evolution, GM: Gay Marriage, GC: Gun Control.
ModelABEGMGC
SASASASA
Local IndNets 66.0 61.7 58.2 59.7 62.6 60.6 59.5 61.0 
 
Reln. TransE 62.5 62.9 53.5 65.1 58.7 69.3 55.3 65.0 
Embed. ComplEx 66.6 73.4 60.7 72.2 66.6 72.8 60.0 70.7 
 RotatE 66.6 72.3 59.2 71.3 67.0 74.2 59.4 69.9 
 
Prob. PSL 81.6 74.4 69.0 64.9 83.3 74.2 71.9 71.7 
Logic. TensorLog 77.3 61.3 68.2 51.3 80.4 65.2 68.3 55.6 
 
DRaiL JointInf 82.8 74.6 64.8 63.2 84.5 73.4 70.4 66.3 
Global 88.6 84.7 72.8 72.2 90.3 81.8 76.8 72.2 
RelNets 89.0 83.5 80.5 76.4 89.3 82.1 80.3 73.4 
ModelABEGMGC
SASASASA
Local IndNets 66.0 61.7 58.2 59.7 62.6 60.6 59.5 61.0 
 
Reln. TransE 62.5 62.9 53.5 65.1 58.7 69.3 55.3 65.0 
Embed. ComplEx 66.6 73.4 60.7 72.2 66.6 72.8 60.0 70.7 
 RotatE 66.6 72.3 59.2 71.3 67.0 74.2 59.4 69.9 
 
Prob. PSL 81.6 74.4 69.0 64.9 83.3 74.2 71.9 71.7 
Logic. TensorLog 77.3 61.3 68.2 51.3 80.4 65.2 68.3 55.6 
 
DRaiL JointInf 82.8 74.6 64.8 63.2 84.5 73.4 70.4 66.3 
Global 88.6 84.7 72.8 72.2 90.3 81.8 76.8 72.2 
RelNets 89.0 83.5 80.5 76.4 89.3 82.1 80.3 73.4 
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