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The tag length limit is now expanded to 35 characters.
This means that conv-neural-network can be expanded to convolutional-neural-networks.
Done - a tag synonym has been created and conv-neural-network has been merged into convolutional-neural-networks, thereby updating all existing questions. This has the added benefit of making the tag name consistent with all the other pluralized ones.