Yes, that is probably the best solution. I could also add a link "More information" which gives additional information to the symbol and a SVG image.
Here is an example: http://www.martin-thoma.de/write-math/symbol/?id=82
I plan to give much more information there. For example, people should be able to edit this just like tag wikis on StackExchange and there should be links / a counter to publications which used the symbol for which meanings.
For example, for \alpha this could look like
* Momentum for neural network learning: 42 papers (see list)