## Description

[AddVersion.py](https://github.com/aaronmarkham/incubator-mxnet/blob/b56da3cc32fee828c352f0bfb1f05e393ca58040/docs/build_version_doc/AddVersion.py#L77-L78)
 does some pretty aggressive website modifications just before publishing the 
full website. It was already known to break on the install page, and now it 
seems it is responsible for #12168 and #11438. I created a PR to fix this issue 
by commenting out this one line:
```
outstr = str(content).replace('&lt;', '<').replace('&gt;', '>')
```
But this ended up stopping the versions dropdown from appearing in the final 
website output. Having the versions dropdown is more important right now than 
fixing a couple of render issues, so I've submitted a patch that reverts this 
change along with an update for site consistency: #12426 

Browsing the intermediate outputs from this script, you can see things like 
`<span class="gp">>>> </span>`. 



[ Full content available at: 
https://github.com/apache/incubator-mxnet/issues/12524 ]
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