Sounds like there would be a difference using the model for inference, because 
Gluon version will not have a softmax as the output of the model.

I recommend providing an inference example for both gluon and symbol: VI) 
Inference using the model

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https://github.com/apache/incubator-mxnet/pull/12542 ]
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