@xinyu-intel I would like to get more insights about this request. It seems you 
can just reshape data to (4, 4) before passing it to SoftmaxOutput symbol. Do 
you want MXNet to do this extra step automatically? If so, what are the 
criteria for this automation? Thanks

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https://github.com/apache/incubator-mxnet/issues/11086 ]
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