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Table 2:
Current Task Accuracy for the Models for the Copy Task Distribution.
Task IDsmall-Lstm-Gem-Net2Netlarge-Lstmlarge-Lstm-Gem
95.03 96.77 96.77 
91.29 98.07 97.85 
95.11 98.04 96.283 
91.83 97.86 94.308 
88.03 96.48 91.446 
83.58 94.44 88.27 
83.107* 91.55 84.61 
85.67 88.00 81.66 
82.82 86.06 79.52 
10 81.25 83.90 77.64 
11 77.12 82.01  
12  80.35  
13  78.78  
Task IDsmall-Lstm-Gem-Net2Netlarge-Lstmlarge-Lstm-Gem
95.03 96.77 96.77 
91.29 98.07 97.85 
95.11 98.04 96.283 
91.83 97.86 94.308 
88.03 96.48 91.446 
83.58 94.44 88.27 
83.107* 91.55 84.61 
85.67 88.00 81.66 
82.82 86.06 79.52 
10 81.25 83.90 77.64 
11 77.12 82.01  
12  80.35  
13  78.78  

Notes: The row with the asterisk denotes the task at which the proposed model expanded. Capacity expansion technique allows our proposed model to clear more tasks than it would have cleared otherwise. The proposed small-Lstm-Gem-Net2Net model clears more levels than the large-Lstm-Gem model.

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